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### DATA ANALYSIS OF IPL AUCTION DATA OF 12 YEARS (2013 TO 2024) ######
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## PRN NO NAME CONTRIBUTION TO THE PROJECT
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### 24030242019 GOURAB BANERJEE 1. WEB SCRAPPING 2.DATA PREPROCESSING 3. DATA VISUALIZATION
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### 24030242064 SHOUVIK KAPAT 1. DATA PREPROCESSING 2. DESCRIPTIVE ANALYTICS 3. DATA VISUALTIZATION
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### 24030242002 ABHINAV DANDALE 1. CODE TESTING 2. SUGGESTIONS ON DATA VISUALIZATION
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### 24030242044 PRANAY GOSWAMI 1. CODE TESTING
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############## WEB SCRAPING OF IPL AUCTION DATA FROM 2013 TO 2024 ############
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############# CODED BY GOURAB BANERJEE PRN NO. 24030242019 ############
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####This code imports two essential Python libraries. numpy (imported as np) is used for numerical operations and handling arrays.
###pandas (imported as pd) is a data manipulation library for working with data structures like DataFrames, which are crucial for data analysis,
###cleaning, and transformation tasks
import numpy as np # linear algebra
import pandas as pd
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# Import libraries for web scrapping
from bs4 import BeautifulSoup
import requests
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### The code fetches the HTML content of an IPL auction page, then parses it using BeautifulSoup to make the data easily accessible.
url = "https://www.iplt20.com/auction"
response = requests.get(url)
data = response.text
soup = BeautifulSoup(data,'html.parser')
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# Find all the urls
auction_years_lis = soup.find('ul', {'class':'year-auction nav'}).find_all('li')
urls = [ ]
for li in auction_years_lis:
urls.append(li.find('a').get('href'))
print(urls)
print(len(urls))
['https://www.iplt20.com/auction/2024', 'https://www.iplt20.com/auction/2023', 'https://www.iplt20.com/auction/2022', 'https://www.iplt20.com/auction/2021', 'https://www.iplt20.com/auction/2020', 'https://www.iplt20.com/auction/2019', 'https://www.iplt20.com/auction/2018', 'https://www.iplt20.com/auction/2017', 'https://www.iplt20.com/auction/2016', 'https://www.iplt20.com/auction/2015', 'https://www.iplt20.com/auction/2014', 'https://www.iplt20.com/auction/2013'] 12
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###The code scrapes IPL player details from URLs, extracting and printing team and player information, storing it in a dictionary.
players = {} # Dict to store each record
no_of_players = 0
for url in urls:
season = url.split('/')[-1]
print('Season: ', season)
response = requests.get(url)
data = response.text
season_soup = BeautifulSoup(data,'html.parser')
ipl_teams = season_soup.find_all('section', {'class':'ih-points-table-sec'})
for team in ipl_teams:
#no_of_teams = no_of_teams + 1
team_name = team.find('h2').text
print(team_name)
print("Details: ")
team_details = team.find('table')
team_tr = team_details.find_all('tr')
for tr in team_tr[1:]:
no_of_players = no_of_players + 1
print("No: ", no_of_players)
player_details = tr.text
name = player_details.split('\n')[1]
nationality = player_details.split('\n')[2]
player_type = player_details.split('\n')[3]
player_price = player_details.split('\n')[4]
print("name: ", name)
print("nationality: ", nationality)
print("player_type: ", player_type)
print("player_price: ", player_price)
players[no_of_players] = [season, name,nationality,player_type, team_name,player_price]
print(players)
print(len(players))
print(no_of_players)
Season: 2024
Chennai Super Kings
Details:
No: 1
name: Avanish Rao Aravelly
nationality: Indian
player_type: Wicket-Keeper
player_price: 20,00,000
No: 2
name: Mustafizur Rahman
nationality: Overseas
player_type: Bowler
player_price: 2,00,00,000
No: 3
name: Daryl Mitchell
nationality: Overseas
player_type: All-Rounder
player_price: 14,00,00,000
No: 4
name: Sameer Rizvi
nationality: Indian
player_type: Batter
player_price: 8,40,00,000
No: 5
name: Rachin Ravindra
nationality: Overseas
player_type: All-Rounder
player_price: 1,80,00,000
No: 6
name: Shardul Thakur
nationality: Indian
player_type: All-Rounder
player_price: 4,00,00,000
Delhi Capitals
Details:
No: 7
name: Ricky Bhui
nationality: Indian
player_type: Wicket-Keeper
player_price: 20,00,000
No: 8
name: Sumit Kumar
nationality: Indian
player_type: All-Rounder
player_price: 1,00,00,000
No: 9
name: Swastik Chhikara
nationality: Indian
player_type: Batter
player_price: 20,00,000
No: 10
name: Jhye Richardson
nationality: Overseas
player_type: Bowler
player_price: 5,00,00,000
No: 11
name: Shai Hope
nationality: Overseas
player_type: Wicket-Keeper
player_price: 75,00,000
No: 12
name: Rasikh Dar
nationality: Indian
player_type: Bowler
player_price: 20,00,000
No: 13
name: Kumar Kushagra
nationality: Indian
player_type: Wicket-Keeper
player_price: 7,20,00,000
No: 14
name: Tristan Stubbs
nationality: Overseas
player_type: Wicket-Keeper
player_price: 50,00,000
No: 15
name: Harry Brook
nationality: Overseas
player_type: Batter
player_price: 4,00,00,000
Gujarat Titans
Details:
No: 16
name: Kartik Tyagi
nationality: Indian
player_type: Bowler
player_price: 60,00,000
No: 17
name: Spencer Johnson
nationality: Overseas
player_type: Bowler
player_price: 10,00,00,000
No: 18
name: Manav Suthar
nationality: Indian
player_type: Bowler
player_price: 20,00,000
No: 19
name: Robin Minz
nationality: Indian
player_type: Wicket-Keeper
player_price: 3,60,00,000
No: 20
name: Sushant Mishra
nationality: Indian
player_type: Bowler
player_price: 2,20,00,000
No: 21
name: Azmatullah Omarzai
nationality: Overseas
player_type: All-Rounder
player_price: 50,00,000
No: 22
name: Shahrukh Khan
nationality: Indian
player_type: All-Rounder
player_price: 7,40,00,000
No: 23
name: Umesh Yadav
nationality: Indian
player_type: Bowler
player_price: 5,80,00,000
Kolkata Knight Riders
Details:
No: 24
name: Mujeeb Rahman
nationality: Overseas
player_type: Bowler
player_price: 2,00,00,000
No: 25
name: Manish Pandey
nationality: Indian
player_type: Batter
player_price: 50,00,000
No: 26
name: Gus Atkinson
nationality: Overseas
player_type: Bowler
player_price: 1,00,00,000
No: 27
name: Angkrish Raghuvanshi
nationality: Indian
player_type: Batter
player_price: 20,00,000
No: 28
name: Mitchell Starc
nationality: Overseas
player_type: Bowler
player_price: 24,75,00,000
No: 29
name: Sherfane Rutherford
nationality: Overseas
player_type: Batter
player_price: 1,50,00,000
No: 30
name: Ramandeep Singh
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
No: 31
name: K.S. Bharat
nationality: Indian
player_type: Wicket-Keeper
player_price: 50,00,000
No: 32
name: Chetan Sakariya
nationality: Indian
player_type: Bowler
player_price: 50,00,000
No: 33
name: Sakib Hussain
nationality: Indian
player_type: Bowler
player_price: 20,00,000
Lucknow Super Giants
Details:
No: 34
name: Ashton Turner
nationality: Overseas
player_type: Batter
player_price: 1,00,00,000
No: 35
name: David Willey
nationality: Overseas
player_type: All-Rounder
player_price: 2,00,00,000
No: 36
name: M. Siddharth
nationality: Indian
player_type: Bowler
player_price: 2,40,00,000
No: 37
name: Shivam Mavi
nationality: Indian
player_type: Bowler
player_price: 6,40,00,000
No: 38
name: Arshin Kulkarni
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
No: 39
name: Mohd. Arshad Khan
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
Mumbai Indians
Details:
No: 40
name: Dilshan Madushanka
nationality: Overseas
player_type: Bowler
player_price: 4,60,00,000
No: 41
name: Shreyas Gopal
nationality: Indian
player_type: Bowler
player_price: 20,00,000
No: 42
name: Shivalik Sharma
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
No: 43
name: Anshul Kamboj
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
No: 44
name: Mohammad Nabi
nationality: Overseas
player_type: All-Rounder
player_price: 1,50,00,000
No: 45
name: Naman Dhir
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
No: 46
name: Nuwan Thushara
nationality: Overseas
player_type: Bowler
player_price: 4,80,00,000
No: 47
name: Gerald Coetzee
nationality: Overseas
player_type: All-Rounder
player_price: 5,00,00,000
Punjab Kings
Details:
No: 48
name: Chris Woakes
nationality: Overseas
player_type: All-Rounder
player_price: 4,20,00,000
No: 49
name: Tanay Thyagarajann
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
No: 50
name: Vishwanath Pratap Singh
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
No: 51
name: Ashutosh Sharma
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
No: 52
name: Shashank Singh
nationality: Indian
player_type: Batter
player_price: 20,00,000
No: 53
name: Rilee Rossouw
nationality: Overseas
player_type: Batter
player_price: 8,00,00,000
No: 54
name: Prince Choudhary
nationality: Indian
player_type: Bowler
player_price: 20,00,000
No: 55
name: Harshal Patel
nationality: Indian
player_type: All-Rounder
player_price: 11,75,00,000
Rajasthan Royals
Details:
No: 56
name: Shubham Dubey
nationality: Indian
player_type: Batter
player_price: 5,80,00,000
No: 57
name: Rovman Powell
nationality: Overseas
player_type: Batter
player_price: 7,40,00,000
No: 58
name: Abid Mushtaq
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
No: 59
name: Nandre Burger
nationality: Overseas
player_type: Bowler
player_price: 50,00,000
No: 60
name: Tom Kohler-Cadmore
nationality: Overseas
player_type: Wicket-Keeper
player_price: 40,00,000
Royal Challengers Bengaluru
Details:
No: 61
name: Lockie Ferguson
nationality: Overseas
player_type: Bowler
player_price: 2,00,00,000
No: 62
name: Tom Curran
nationality: Overseas
player_type: All-Rounder
player_price: 1,50,00,000
No: 63
name: Saurav Chuahan
nationality: Indian
player_type: Batter
player_price: 20,00,000
No: 64
name: Alzarri Joseph
nationality: Overseas
player_type: Bowler
player_price: 11,50,00,000
No: 65
name: Swapnil Singh
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
No: 66
name: Yash Dayal
nationality: Indian
player_type: Bowler
player_price: 5,00,00,000
Sunrisers Hyderabad
Details:
No: 67
name: Jhathavedh Subramanyan
nationality: Indian
player_type: Bowler
player_price: 20,00,000
No: 68
name: Akash Singh
nationality: Indian
player_type: Bowler
player_price: 20,00,000
No: 69
name: Jaydev Unadkat
nationality: Indian
player_type: Bowler
player_price: 1,60,00,000
No: 70
name: Wanindu Hasaranga
nationality: Overseas
player_type: All-Rounder
player_price: 1,50,00,000
No: 71
name: Pat Cummins
nationality: Overseas
player_type: All-Rounder
player_price: 20,50,00,000
No: 72
name: Travis Head
nationality: Overseas
player_type: Batter
player_price: 6,80,00,000
Season: 2023
Chennai Super Kings
Details:
No: 73
name: Ajinkya Rahane
nationality: Indian
player_type: Batter
player_price: 50,00,000
No: 74
name: Bhagath Varma
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
No: 75
name: Kyle Jamieson
nationality: Overseas
player_type: Bowler
player_price: 1,00,00,000
No: 76
name: Ajay Mandal
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
No: 77
name: Nishant Sindhu
nationality: Indian
player_type: All-Rounder
player_price: 60,00,000
No: 78
name: Shaik Rasheed
nationality: Indian
player_type: Batter
player_price: 20,00,000
No: 79
name: Ben Stokes
nationality: Overseas
player_type: All-Rounder
player_price: 16,25,00,000
Delhi Capitals
Details:
No: 80
name: Phil Salt
nationality: Overseas
player_type: Wicket-Keeper
player_price: 2,00,00,000
No: 81
name: Ishant Sharma
nationality: Indian
player_type: Bowler
player_price: 50,00,000
No: 82
name: Rilee Rossouw
nationality: Overseas
player_type: Batter
player_price: 4,60,00,000
No: 83
name: Manish Pandey
nationality: Indian
player_type: Batter
player_price: 2,40,00,000
No: 84
name: Mukesh Kumar
nationality: Indian
player_type: Bowler
player_price: 5,50,00,000
Gujarat Titans
Details:
No: 85
name: Shivam Mavi
nationality: Indian
player_type: Bowler
player_price: 6,00,00,000
No: 86
name: K.S. Bharat
nationality: Indian
player_type: Wicket-Keeper
player_price: 1,20,00,000
No: 87
name: Urvil Patel
nationality: Indian
player_type: Wicket-Keeper
player_price: 20,00,000
No: 88
name: Mohit Sharma
nationality: Indian
player_type: Bowler
player_price: 50,00,000
No: 89
name: Joshua Little
nationality: Overseas
player_type: Bowler
player_price: 4,40,00,000
No: 90
name: Kane Williamson
nationality: Overseas
player_type: Batter
player_price: 2,00,00,000
No: 91
name: Odean Smith
nationality: Overseas
player_type: All-Rounder
player_price: 50,00,000
Kolkata Knight Riders
Details:
No: 92
name: Kulwant Khejroliya
nationality: Indian
player_type: Bowler
player_price: 20,00,000
No: 93
name: Shakib Al Hasan
nationality: Overseas
player_type: All-Rounder
player_price: 1,50,00,000
No: 94
name: Vaibhav Arora
nationality: Indian
player_type: Bowler
player_price: 60,00,000
No: 95
name: N. Jagadeesan
nationality: Indian
player_type: Wicket-Keeper
player_price: 90,00,000
No: 96
name: David Wiese
nationality: Overseas
player_type: All-Rounder
player_price: 1,00,00,000
No: 97
name: Mandeep Singh
nationality: Indian
player_type: Batter
player_price: 50,00,000
No: 98
name: Litton Das
nationality: Overseas
player_type: Wicket-Keeper
player_price: 50,00,000
No: 99
name: Suyash Sharma
nationality: Indian
player_type: Bowler
player_price: 20,00,000
Lucknow Super Giants
Details:
No: 100
name: Amit Mishra
nationality: Indian
player_type: Bowler
player_price: 50,00,000
No: 101
name: Nicholas Pooran
nationality: Overseas
player_type: Wicket-Keeper
player_price: 16,00,00,000
No: 102
name: Romario Shepherd
nationality: Overseas
player_type: All-Rounder
player_price: 50,00,000
No: 103
name: Daniel Sams
nationality: Overseas
player_type: All-Rounder
player_price: 75,00,000
No: 104
name: Swapnil Singh
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
No: 105
name: Yudhvir Charak
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
No: 106
name: Prerak Mankad
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
No: 107
name: Yash Thakur
nationality: Indian
player_type: Bowler
player_price: 45,00,000
No: 108
name: Naveen Ul Haq
nationality: Overseas
player_type: Bowler
player_price: 50,00,000
No: 109
name: Jaydev Unadkat
nationality: Indian
player_type: Bowler
player_price: 50,00,000
Mumbai Indians
Details:
No: 110
name: Jhye Richardson
nationality: Overseas
player_type: Bowler
player_price: 1,50,00,000
No: 111
name: Nehal Wadhera
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
No: 112
name: Raghav Goyal
nationality: Indian
player_type: Bowler
player_price: 20,00,000
No: 113
name: Cameron Green
nationality: Overseas
player_type: All-Rounder
player_price: 17,50,00,000
No: 114
name: Vishnu Vinod
nationality: Indian
player_type: Wicket-Keeper
player_price: 20,00,000
No: 115
name: Duan Jansen
nationality: Overseas
player_type: All-Rounder
player_price: 20,00,000
No: 116
name: Piyush Chawla
nationality: Indian
player_type: Bowler
player_price: 50,00,000
No: 117
name: Shams Mulani
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
Punjab Kings
Details:
No: 118
name: Harpreet Bhatia
nationality: Indian
player_type: Batter
player_price: 40,00,000
No: 119
name: Shivam Singh
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
No: 120
name: Vidwath Kaverappa
nationality: Indian
player_type: Bowler
player_price: 20,00,000
No: 121
name: Mohit Rathee
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
No: 122
name: Sam Curran
nationality: Overseas
player_type: All-Rounder
player_price: 18,50,00,000
No: 123
name: Sikandar Raza
nationality: Overseas
player_type: All-Rounder
player_price: 50,00,000
Rajasthan Royals
Details:
No: 124
name: Jason Holder
nationality: Overseas
player_type: All-Rounder
player_price: 5,75,00,000
No: 125
name: Adam Zampa
nationality: Overseas
player_type: Bowler
player_price: 1,50,00,000
No: 126
name: Abdul P A
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
No: 127
name: Akash Vashisht
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
No: 128
name: Donovan Ferreira
nationality: Overseas
player_type: Wicket-Keeper
player_price: 50,00,000
No: 129
name: Kunal Rathore
nationality: Indian
player_type: Wicket-Keeper
player_price: 20,00,000
No: 130
name: Joe Root
nationality: Overseas
player_type: Batter
player_price: 1,00,00,000
No: 131
name: Murugan Ashwin
nationality: Indian
player_type: Bowler
player_price: 20,00,000
No: 132
name: K.M. Asif
nationality: Indian
player_type: Bowler
player_price: 30,00,000
Royal Challengers Bangalore
Details:
No: 133
name: Sonu Yadav
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
No: 134
name: Himanshu Sharma
nationality: Indian
player_type: Bowler
player_price: 20,00,000
No: 135
name: Avinash Singh
nationality: Indian
player_type: Bowler
player_price: 60,00,000
No: 136
name: Manoj Bhandage
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
No: 137
name: Will Jacks
nationality: Overseas
player_type: Batter
player_price: 3,20,00,000
No: 138
name: Reece Topley
nationality: Overseas
player_type: Bowler
player_price: 1,90,00,000
No: 139
name: Rajan Kumar
nationality: Indian
player_type: Bowler
player_price: 70,00,000
Sunrisers Hyderabad
Details:
No: 140
name: Sanvir Singh
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
No: 141
name: Harry Brook
nationality: Overseas
player_type: Batter
player_price: 13,25,00,000
No: 142
name: Heinrich Klaasen
nationality: Overseas
player_type: Wicket-Keeper
player_price: 5,25,00,000
No: 143
name: Akeal Hosein
nationality: Overseas
player_type: Bowler
player_price: 1,00,00,000
No: 144
name: Mayank Markande
nationality: Indian
player_type: Bowler
player_price: 50,00,000
No: 145
name: Adil Rashid
nationality: Overseas
player_type: Bowler
player_price: 2,00,00,000
No: 146
name: Anmolpreet Singh
nationality: Indian
player_type: Batter
player_price: 20,00,000
No: 147
name: Vivrant Sharma
nationality: Indian
player_type: All-Rounder
player_price: 2,60,00,000
No: 148
name: Samarth Vyas
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
No: 149
name: Upendra Singh Yadav
nationality: Indian
player_type: Wicket-Keeper
player_price: 25,00,000
No: 150
name: Nitish Kumar Reddy
nationality: Indian
player_type: Wicket-Keeper
player_price: 20,00,000
No: 151
name: Mayank Agarwal
nationality: Indian
player_type: Batter
player_price: 8,25,00,000
No: 152
name: Mayank Dagar
nationality: Indian
player_type: All-Rounder
player_price: 1,80,00,000
Season: 2022
Chennai Super Kings
Details:
No: 153
name: Robin Uthappa
nationality: Indian
player_type: Batsman
player_price: 2,00,00,000
No: 154
name: Dwayne Bravo
nationality: Overseas
player_type: All-Rounder
player_price: 4,40,00,000
No: 155
name: Ambati Rayudu
nationality: Indian
player_type: Wicket Keeper
player_price: 6,75,00,000
No: 156
name: Deepak Chahar
nationality: Indian
player_type: Bowler
player_price: 14,00,00,000
No: 157
name: C.Hari Nishaanth
nationality: Indian
player_type: Batsman
player_price: 20,00,000
No: 158
name: N. Jagadeesan
nationality: Indian
player_type: Wicket Keeper
player_price: 20,00,000
No: 159
name: K.M. Asif
nationality: Indian
player_type: Bowler
player_price: 20,00,000
No: 160
name: Tushar Deshpande
nationality: Indian
player_type: Bowler
player_price: 20,00,000
No: 161
name: Shivam Dube
nationality: Indian
player_type: All-Rounder
player_price: 4,00,00,000
No: 162
name: Chris Jordan
nationality: Overseas
player_type: All-Rounder
player_price: 3,60,00,000
No: 163
name: Maheesh Theekshana
nationality: Overseas
player_type: Bowler
player_price: 70,00,000
No: 164
name: Rajvardhan Hangargekar
nationality: Indian
player_type: All-Rounder
player_price: 1,50,00,000
No: 165
name: Simarjeet Singh
nationality: Indian
player_type: Bowler
player_price: 20,00,000
No: 166
name: Devon Conway
nationality: Overseas
player_type: Batsman
player_price: 1,00,00,000
No: 167
name: Dwaine Pretorius
nationality: Overseas
player_type: All-Rounder
player_price: 50,00,000
No: 168
name: Mitchell Santner
nationality: Overseas
player_type: All-Rounder
player_price: 1,90,00,000
No: 169
name: Adam Milne
nationality: Overseas
player_type: Bowler
player_price: 1,90,00,000
No: 170
name: Subhranshu Senapati
nationality: Indian
player_type: Batsman
player_price: 20,00,000
No: 171
name: Mukesh Choudhary
nationality: Indian
player_type: Bowler
player_price: 20,00,000
No: 172
name: Prashant Solanki
nationality: Indian
player_type: Bowler
player_price: 1,20,00,000
No: 173
name: K.Bhagath Varma
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
Delhi Capitals
Details:
No: 174
name: David Warner
nationality: Overseas
player_type: Batsman
player_price: 6,25,00,000
No: 175
name: Mitchell Marsh
nationality: Overseas
player_type: All-Rounder
player_price: 6,50,00,000
No: 176
name: Mustafizur Rahman
nationality: Overseas
player_type: Bowler
player_price: 2,00,00,000
No: 177
name: Shardul Thakur
nationality: Indian
player_type: Bowler
player_price: 10,75,00,000
No: 178
name: Kuldeep Yadav
nationality: Indian
player_type: Bowler
player_price: 2,00,00,000
No: 179
name: Ashwin Hebbar
nationality: Indian
player_type: Batsman
player_price: 20,00,000
No: 180
name: Sarfaraz Khan
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
No: 181
name: Kamlesh Nagarkoti
nationality: Indian
player_type: All-Rounder
player_price: 1,10,00,000
No: 182
name: K.S. Bharat
nationality: Indian
player_type: Wicket Keeper
player_price: 2,00,00,000
No: 183
name: Mandeep Singh
nationality: Indian
player_type: Batsman
player_price: 1,10,00,000
No: 184
name: Syed Khaleel Ahmed
nationality: Indian
player_type: Bowler
player_price: 5,25,00,000
No: 185
name: Lungisani Ngidi
nationality: Overseas
player_type: Bowler
player_price: 50,00,000
No: 186
name: Chetan Sakariya
nationality: Indian
player_type: Bowler
player_price: 4,20,00,000
No: 187
name: Yash Dhull
nationality: Indian
player_type: All-Rounder
player_price: 50,00,000
No: 188
name: Vicky Ostwal
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
No: 189
name: Ripal Patel
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
No: 190
name: Lalit Yadav
nationality: Indian
player_type: All-Rounder
player_price: 65,00,000
No: 191
name: Rovman Powell
nationality: Overseas
player_type: Batsman
player_price: 2,80,00,000
No: 192
name: Tim Seifert
nationality: Overseas
player_type: Wicket Keeper
player_price: 50,00,000
No: 193
name: Pravin Dubey
nationality: Indian
player_type: All-Rounder
player_price: 50,00,000
Gujarat Titans
Details:
No: 194
name: Mohammad Shami
nationality: Indian
player_type: Bowler
player_price: 6,25,00,000
No: 195
name: David Miller
nationality: Overseas
player_type: Batsman
player_price: 3,00,00,000
No: 196
name: Jason Roy
nationality: Overseas
player_type: Batsman
player_price: 2,00,00,000
No: 197
name: Wriddhiman Saha
nationality: Indian
player_type: Wicket Keeper
player_price: 1,90,00,000
No: 198
name: Matthew Wade
nationality: Overseas
player_type: Wicket Keeper
player_price: 2,40,00,000
No: 199
name: Lockie Ferguson
nationality: Overseas
player_type: Bowler
player_price: 10,00,00,000
No: 200
name: Abhinav Sadarangani
nationality: Indian
player_type: Batsman
player_price: 2,60,00,000
No: 201
name: Rahul Tewatia
nationality: Indian
player_type: All-Rounder
player_price: 9,00,00,000
No: 202
name: Noor Ahmad
nationality: Overseas
player_type: Bowler
player_price: 30,00,000
No: 203
name: R. Sai Kishore
nationality: Indian
player_type: Bowler
player_price: 3,00,00,000
No: 204
name: Dominic Drakes
nationality: Overseas
player_type: All-Rounder
player_price: 1,10,00,000
No: 205
name: Vijay Shankar
nationality: Indian
player_type: All-Rounder
player_price: 1,40,00,000
No: 206
name: Jayant Yadav
nationality: Indian
player_type: All-Rounder
player_price: 1,70,00,000
No: 207
name: Darshan Nalkande
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
No: 208
name: Yash Dayal
nationality: Indian
player_type: Bowler
player_price: 3,20,00,000
No: 209
name: B. Sai Sudharsan
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
No: 210
name: Gurkeerat Singh
nationality: Indian
player_type: All-Rounder
player_price: 50,00,000
No: 211
name: Alzarri Joseph
nationality: Overseas
player_type: Bowler
player_price: 2,40,00,000
No: 212
name: Varun Aaron
nationality: Indian
player_type: Bowler
player_price: 50,00,000
No: 213
name: Pradeep Sangwan
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
Kolkata Knight Riders
Details:
No: 214
name: Pat Cummins
nationality: Overseas
player_type: All-Rounder
player_price: 7,25,00,000
No: 215
name: Shreyas Iyer
nationality: Indian
player_type: Batsman
player_price: 12,25,00,000
No: 216
name: Mohammad Nabi
nationality: Overseas
player_type: All-Rounder
player_price: 1,00,00,000
No: 217
name: Nitish Rana
nationality: Indian
player_type: All-Rounder
player_price: 8,00,00,000
No: 218
name: Sam Billings
nationality: Overseas
player_type: Wicket Keeper
player_price: 2,00,00,000
No: 219
name: Umesh Yadav
nationality: Indian
player_type: Bowler
player_price: 2,00,00,000
No: 220
name: Shivam Mavi
nationality: Indian
player_type: All-Rounder
player_price: 7,25,00,000
No: 221
name: Sheldon Jackson
nationality: Indian
player_type: Wicket Keeper
player_price: 60,00,000
No: 222
name: Ajinkya Rahane
nationality: Indian
player_type: Batsman
player_price: 1,00,00,000
No: 223
name: Rinku Singh
nationality: Indian
player_type: Batsman
player_price: 55,00,000
No: 224
name: Anukul Roy
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
No: 225
name: Alex Hales
nationality: Overseas
player_type: Batsman
player_price: 1,50,00,000
No: 226
name: Rasikh Dar
nationality: Indian
player_type: Bowler
player_price: 20,00,000
No: 227
name: Tim Southee
nationality: Overseas
player_type: Bowler
player_price: 1,50,00,000
No: 228
name: Baba Indrajith
nationality: Indian
player_type: Wicket Keeper
player_price: 20,00,000
No: 229
name: Chamika Karunaratne
nationality: Overseas
player_type: All-Rounder
player_price: 50,00,000
No: 230
name: Abhijeet Tomar
nationality: Indian
player_type: Batsman
player_price: 40,00,000
No: 231
name: Aman Khan
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
No: 232
name: Ramesh Kumar
nationality: Indian
player_type: Batsman
player_price: 20,00,000
No: 233
name: Pratham Singh
nationality: Indian
player_type: Batsman
player_price: 20,00,000
No: 234
name: Ashok Sharma
nationality: Indian
player_type: Bowler
player_price: 55,00,000
Lucknow Super Giants
Details:
No: 235
name: Quinton De Kock
nationality: Overseas
player_type: Wicket Keeper
player_price: 6,75,00,000
No: 236
name: Manish Pandey
nationality: Indian
player_type: Batsman
player_price: 4,60,00,000
No: 237
name: Krunal Pandya
nationality: Indian
player_type: All-Rounder
player_price: 8,25,00,000
No: 238
name: Mark Wood
nationality: Overseas
player_type: Bowler
player_price: 7,50,00,000
No: 239
name: Avesh Khan
nationality: Indian
player_type: Bowler
player_price: 10,00,00,000
No: 240
name: Ankit Singh Rajpoot
nationality: Indian
player_type: Bowler
player_price: 50,00,000
No: 241
name: K. Gowtham
nationality: Indian
player_type: All-Rounder
player_price: 90,00,000
No: 242
name: Dushmanta Chameera
nationality: Overseas
player_type: Bowler
player_price: 2,00,00,000
No: 243
name: Shahbaz Nadeem
nationality: Indian
player_type: Bowler
player_price: 50,00,000
No: 244
name: Manan Vohra
nationality: Indian
player_type: Batsman
player_price: 20,00,000
No: 245
name: Evin Lewis
nationality: Overseas
player_type: Batsman
player_price: 2,00,00,000
No: 246
name: Mohsin Khan
nationality: Indian
player_type: Bowler
player_price: 20,00,000
No: 247
name: Mayank Yadav
nationality: Indian
player_type: Bowler
player_price: 20,00,000
No: 248
name: Ayush Badoni
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
No: 249
name: Kyle Mayers
nationality: Overseas
player_type: All-Rounder
player_price: 50,00,000
No: 250
name: Karan Sharma
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
No: 251
name: Jason Holder
nationality: Overseas
player_type: All-Rounder
player_price: 8,75,00,000
No: 252
name: Deepak Hooda
nationality: Indian
player_type: All-Rounder
player_price: 5,75,00,000
Mumbai Indians
Details:
No: 253
name: Ishan Kishan
nationality: Indian
player_type: Wicket Keeper
player_price: 15,25,00,000
No: 254
name: Dewald Brevis
nationality: Overseas
player_type: Batsman
player_price: 3,00,00,000
No: 255
name: Anmolpreet Singh
nationality: Indian
player_type: Batsman
player_price: 20,00,000
No: 256
name: Basil Thampi
nationality: Indian
player_type: Bowler
player_price: 30,00,000
No: 257
name: Murugan Ashwin
nationality: Indian
player_type: Bowler
player_price: 1,60,00,000
No: 258
name: Jaydev Unadkat
nationality: Indian
player_type: Bowler
player_price: 1,30,00,000
No: 259
name: Mayank Markande
nationality: Indian
player_type: Bowler
player_price: 65,00,000
No: 260
name: N. Tilak Varma
nationality: Indian
player_type: All-Rounder
player_price: 1,70,00,000
No: 261
name: Sanjay Yadav
nationality: Indian
player_type: All-Rounder
player_price: 50,00,000
No: 262
name: Jofra Archer
nationality: Overseas
player_type: All-Rounder
player_price: 8,00,00,000
No: 263
name: Daniel Sams
nationality: Overseas
player_type: All-Rounder
player_price: 2,60,00,000
No: 264
name: Tymal Mills
nationality: Overseas
player_type: Bowler
player_price: 1,50,00,000
No: 265
name: Tim David
nationality: Overseas
player_type: All-Rounder
player_price: 8,25,00,000
No: 266
name: Ramandeep Singh
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
No: 267
name: Aryan Juyal
nationality: Indian
player_type: Wicket Keeper
player_price: 20,00,000
No: 268
name: Fabian Allen
nationality: Overseas
player_type: All-Rounder
player_price: 75,00,000
No: 269
name: Riley Meredith
nationality: Overseas
player_type: Bowler
player_price: 1,00,00,000
No: 270
name: Rahul Buddhi
nationality: Indian
player_type: Batsman
player_price: 20,00,000
No: 271
name: Hrithik Shokeen
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
No: 272
name: Mohd. Arshad Khan
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
No: 273
name: Arjun Tendulkar
nationality: Indian
player_type: All-Rounder
player_price: 30,00,000
Punjab Kings
Details:
No: 274
name: Shikhar Dhawan
nationality: Indian
player_type: Batsman
player_price: 8,25,00,000
No: 275
name: Kagiso Rabada
nationality: Overseas
player_type: Bowler
player_price: 9,25,00,000
No: 276
name: Jonny Bairstow
nationality: Overseas
player_type: Wicket Keeper
player_price: 6,75,00,000
No: 277
name: Rahul Chahar
nationality: Indian
player_type: Bowler
player_price: 5,25,00,000
No: 278
name: Harpreet Brar
nationality: Indian
player_type: All-Rounder
player_price: 3,80,00,000
No: 279
name: Shahrukh Khan
nationality: Indian
player_type: All-Rounder
player_price: 9,00,00,000
No: 280
name: Jitesh Sharma
nationality: Indian
player_type: Wicket Keeper
player_price: 20,00,000
No: 281
name: Prabhsimran Singh
nationality: Indian
player_type: Wicket Keeper
player_price: 60,00,000
No: 282
name: Ishan Porel
nationality: Indian
player_type: Bowler
player_price: 25,00,000
No: 283
name: Liam Livingstone
nationality: Overseas
player_type: All-Rounder
player_price: 11,50,00,000
No: 284
name: Odean Smith
nationality: Overseas
player_type: All-Rounder
player_price: 6,00,00,000
No: 285
name: Sandeep Sharma
nationality: Indian
player_type: Bowler
player_price: 50,00,000
No: 286
name: Raj Angad Bawa
nationality: Indian
player_type: All-Rounder
player_price: 2,00,00,000
No: 287
name: Rishi Dhawan
nationality: Indian
player_type: All-Rounder
player_price: 55,00,000
No: 288
name: Nathan Ellis
nationality: Overseas
player_type: Bowler
player_price: 75,00,000
No: 289
name: Prerak Mankad
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
No: 290
name: Atharva Taide
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
No: 291
name: Vaibhav Arora
nationality: Indian
player_type: Bowler
player_price: 2,00,00,000
No: 292
name: Bhanuka Rajapaksa
nationality: Overseas
player_type: Batsman
player_price: 50,00,000
No: 293
name: Benny Howell
nationality: Overseas
player_type: All-Rounder
player_price: 40,00,000
No: 294
name: Writtick Chatterjee
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
No: 295
name: Baltej Dhanda
nationality: Indian
player_type: Bowler
player_price: 20,00,000
No: 296
name: Ansh Patel
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
Rajasthan Royals
Details:
No: 297
name: R. Ashwin
nationality: Indian
player_type: All-Rounder
player_price: 5,00,00,000
No: 298
name: Trent Boult
nationality: Overseas
player_type: Bowler
player_price: 8,00,00,000
No: 299
name: Shimron Hetmyer
nationality: Overseas
player_type: Batsman
player_price: 8,50,00,000
No: 300
name: Devdutt Padikkal
nationality: Indian
player_type: Batsman
player_price: 7,75,00,000
No: 301
name: Prasidh Krishna
nationality: Indian
player_type: Bowler
player_price: 10,00,00,000
No: 302
name: Yuzvendra Chahal
nationality: Indian
player_type: Bowler
player_price: 6,50,00,000
No: 303
name: Riyan Parag
nationality: Indian
player_type: All-Rounder
player_price: 3,80,00,000
No: 304
name: K.C Cariappa
nationality: Indian
player_type: Bowler
player_price: 30,00,000
No: 305
name: James Neesham
nationality: Overseas
player_type: All-Rounder
player_price: 1,50,00,000
No: 306
name: Nathan Coulter-Nile
nationality: Overseas
player_type: Bowler
player_price: 2,00,00,000
No: 307
name: Navdeep Saini
nationality: Indian
player_type: Bowler
player_price: 2,60,00,000
No: 308
name: Kuldeep Sen
nationality: Indian
player_type: Bowler
player_price: 20,00,000
No: 309
name: Karun Nair
nationality: Indian
player_type: Batsman
player_price: 1,40,00,000
No: 310
name: Rassie Van Der Dussen
nationality: Overseas
player_type: Batsman
player_price: 1,00,00,000
No: 311
name: Daryl Mitchell
nationality: Overseas
player_type: All-Rounder
player_price: 75,00,000
No: 312
name: Obed Mccoy
nationality: Overseas
player_type: Bowler
player_price: 75,00,000
No: 313
name: Dhruv Jurel
nationality: Indian
player_type: Wicket Keeper
player_price: 20,00,000
No: 314
name: Tejas Baroka
nationality: Indian
player_type: Bowler
player_price: 20,00,000
No: 315
name: Kuldip Yadav
nationality: Indian
player_type: Bowler
player_price: 20,00,000
No: 316
name: Shubham Garhwal
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
No: 317
name: Anunay Singh
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
Royal Challengers Bangalore
Details:
No: 318
name: Faf Du Plessis
nationality: Overseas
player_type: Batsman
player_price: 7,00,00,000
No: 319
name: Wanindu Hasaranga
nationality: Overseas
player_type: All-Rounder
player_price: 10,75,00,000
No: 320
name: Harshal Patel
nationality: Indian
player_type: All-Rounder
player_price: 10,75,00,000
No: 321
name: Dinesh Karthik
nationality: Indian
player_type: Wicket Keeper
player_price: 5,50,00,000
No: 322
name: Josh Hazlewood
nationality: Overseas
player_type: Bowler
player_price: 7,75,00,000
No: 323
name: Shahbaz Ahamad
nationality: Indian
player_type: All-Rounder
player_price: 2,40,00,000
No: 324
name: Anuj Rawat
nationality: Indian
player_type: Wicket Keeper
player_price: 3,40,00,000
No: 325
name: Akash Deep
nationality: Indian
player_type: Bowler
player_price: 20,00,000
No: 326
name: Karn Sharma
nationality: Indian
player_type: Bowler
player_price: 50,00,000
No: 327
name: Mahipal Lomror
nationality: Indian
player_type: All-Rounder
player_price: 95,00,000
No: 328
name: Finn Allen
nationality: Overseas
player_type: Batsman
player_price: 80,00,000
No: 329
name: Sherfane Rutherford
nationality: Overseas
player_type: All-Rounder
player_price: 1,00,00,000
No: 330
name: Jason Behrendorff
nationality: Overseas
player_type: Bowler
player_price: 75,00,000
No: 331
name: Siddharth Kaul
nationality: Indian
player_type: Bowler
player_price: 75,00,000
No: 332
name: Suyash Prabhudessai
nationality: Indian
player_type: All-Rounder
player_price: 30,00,000
No: 333
name: Luvnith Sisodia
nationality: Indian
player_type: Wicket Keeper
player_price: 20,00,000
No: 334
name: Chama Milind
nationality: Indian
player_type: Bowler
player_price: 25,00,000
No: 335
name: Aneeshwar Gautam
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
No: 336
name: David Willey
nationality: Overseas
player_type: All-Rounder
player_price: 2,00,00,000
Sunrisers Hyderabad
Details:
No: 337
name: Washington Sundar
nationality: Indian
player_type: All-Rounder
player_price: 8,75,00,000
No: 338
name: Nicholas Pooran
nationality: Overseas
player_type: Wicket Keeper
player_price: 10,75,00,000
No: 339
name: Bhuvneshwar Kumar
nationality: Indian
player_type: Bowler
player_price: 4,20,00,000
No: 340
name: T. Natarajan
nationality: Indian
player_type: Bowler
player_price: 4,00,00,000
No: 341
name: Priyam Garg
nationality: Indian
player_type: Batsman
player_price: 20,00,000
No: 342
name: Rahul Tripathi
nationality: Indian
player_type: Batsman
player_price: 8,50,00,000
No: 343
name: Abhishek Sharma
nationality: Indian
player_type: All-Rounder
player_price: 6,50,00,000
No: 344
name: Vishnu Vinod
nationality: Indian
player_type: Wicket Keeper
player_price: 50,00,000
No: 345
name: Kartik Tyagi
nationality: Indian
player_type: Bowler
player_price: 4,00,00,000
No: 346
name: Shreyas Gopal
nationality: Indian
player_type: Bowler
player_price: 75,00,000
No: 347
name: Jagadeesha Suchith
nationality: Indian
player_type: Bowler
player_price: 20,00,000
No: 348
name: Aiden Markram
nationality: Overseas
player_type: Batsman
player_price: 2,60,00,000
No: 349
name: Marco Jansen
nationality: Overseas
player_type: All-Rounder
player_price: 4,20,00,000
No: 350
name: Romario Shepherd
nationality: Overseas
player_type: All-Rounder
player_price: 7,75,00,000
No: 351
name: Glenn Phillips
nationality: Overseas
player_type: Wicket Keeper
player_price: 1,50,00,000
No: 352
name: Fazalhaq Farooqi
nationality: Overseas
player_type: Bowler
player_price: 50,00,000
No: 353
name: Sean Abbott
nationality: Overseas
player_type: Bowler
player_price: 2,40,00,000
No: 354
name: R Samarth
nationality: Indian
player_type: Batsman
player_price: 20,00,000
No: 355
name: Shashank Singh
nationality: Indian
player_type: All-Rounder
player_price: 20,00,000
No: 356
name: Saurabh Dubey
nationality: Indian
player_type: Bowler
player_price: 20,00,000
Season: 2021
Delhi Capitals
Details:
No: 357
name: Tom Curran
nationality: All-Rounder
player_type: 5,25,00,000
player_price:
No: 358
name: Steven Smith
nationality: Batsman
player_type: 2,20,00,000
player_price:
No: 359
name: Sam Billings
nationality: Wicket Keeper
player_type: 2,00,00,000
player_price:
No: 360
name: Umesh Yadav
nationality: Bowler
player_type: 1,00,00,000
player_price:
No: 361
name: Ripal Patel
nationality: All-Rounder
player_type: 20,00,000
player_price:
No: 362
name: Vishnu Vinod
nationality: Wicket Keeper
player_type: 20,00,000
player_price:
No: 363
name: Lukman Hussain Meriwala
nationality: Bowler
player_type: 20,00,000
player_price:
No: 364
name: M Siddharth
nationality: Bowler
player_type: 20,00,000
player_price:
Kolkata Knight Riders
Details:
No: 365
name: Shakib Al Hasan
nationality: All-Rounder
player_type: 3,20,00,000
player_price:
No: 366
name: Harbhajan Singh
nationality: Bowler
player_type: 2,00,00,000
player_price:
No: 367
name: Ben Cutting
nationality: All-Rounder
player_type: 75,00,000
player_price:
No: 368
name: Karun Nair
nationality: Batsman
player_type: 50,00,000
player_price:
No: 369
name: Pawan Negi
nationality: All-Rounder
player_type: 50,00,000
player_price:
No: 370
name: Venkatesh Iyer
nationality: All-Rounder
player_type: 20,00,000
player_price:
No: 371
name: Sheldon Jackson
nationality: Wicket Keeper
player_type: 20,00,000
player_price:
No: 372
name: Vaibhav Arora
nationality: Bowler
player_type: 20,00,000
player_price:
Mumbai Indians
Details:
No: 373
name: Nathan Coulter-Nile
nationality: Bowler
player_type: 5,00,00,000
player_price:
No: 374
name: Adam Milne
nationality: Bowler
player_type: 3,20,00,000
player_price:
No: 375
name: Piyush Chawla
nationality: Bowler
player_type: 2,40,00,000
player_price:
No: 376
name: James Neesham
nationality: All-Rounder
player_type: 50,00,000
player_price:
No: 377
name: Yudhvir Charak
nationality: All-Rounder
player_type: 20,00,000
player_price:
No: 378
name: Marco Jansen
nationality: All-Rounder
player_type: 20,00,000
player_price:
No: 379
name: Arjun Tendulkar
nationality: All-Rounder
player_type: 20,00,000
player_price:
Punjab Kings
Details:
No: 380
name: Jhye Richardson
nationality: Bowler
player_type: 14,00,00,000
player_price:
No: 381
name: Riley Meredith
nationality: Bowler
player_type: 8,00,00,000
player_price:
No: 382
name: Shahrukh Khan
nationality: All-Rounder
player_type: 5,25,00,000
player_price:
No: 383
name: Moises Henriques
nationality: All-Rounder
player_type: 4,20,00,000
player_price:
No: 384
name: Dawid Malan
nationality: All-Rounder
player_type: 1,50,00,000
player_price:
No: 385
name: Fabian Allen
nationality: All-Rounder
player_type: 75,00,000
player_price:
No: 386
name: Jalaj Saxena
nationality: All-Rounder
player_type: 30,00,000
player_price:
No: 387
name: Saurabh Kumar
nationality: All-Rounder
player_type: 20,00,000
player_price:
No: 388
name: Utkarsh Singh
nationality: All-Rounder
player_type: 20,00,000
player_price:
Rajasthan Royals
Details:
No: 389
name: Christopher Morris
nationality: All-Rounder
player_type: 16,25,00,000
player_price:
No: 390
name: Shivam Dube
nationality: All-Rounder
player_type: 4,40,00,000
player_price:
No: 391
name: Chetan Sakariya
nationality: Bowler
player_type: 1,20,00,000
player_price:
No: 392
name: Mustafizur Rahman
nationality: Bowler
player_type: 1,00,00,000
player_price:
No: 393
name: Liam Livingstone
nationality: All-Rounder
player_type: 75,00,000
player_price:
No: 394
name: K.C Cariappa
nationality: Bowler
player_type: 20,00,000
player_price:
No: 395
name: Akash Singh
nationality: Bowler
player_type: 20,00,000
player_price:
No: 396
name: Kuldip Yadav
nationality: Bowler
player_type: 20,00,000
player_price:
Royal Challengers Bangalore
Details:
No: 397
name: Kyle Jamieson
nationality: All-Rounder
player_type: 15,00,00,000
player_price:
No: 398
name: Glenn Maxwell
nationality: All-Rounder
player_type: 14,25,00,000
player_price:
No: 399
name: Dan Christian
nationality: All-Rounder
player_type: 4,80,00,000
player_price:
No: 400
name: Sachin Baby
nationality: Batsman
player_type: 20,00,000
player_price:
No: 401
name: Rajat Patidar
nationality: Batsman
player_type: 20,00,000
player_price:
No: 402
name: Mohammed Azharudeen
nationality: Wicket Keeper
player_type: 20,00,000
player_price:
No: 403
name: Suyash Prabhudesai
nationality: All-Rounder
player_type: 20,00,000
player_price:
No: 404
name: Kona Srikar Bharat
nationality: Wicket Keeper
player_type: 20,00,000
player_price:
Sunrisers Hyderabad
Details:
No: 405
name: Kedar Jadhav
nationality: All-Rounder
player_type: 2,00,00,000
player_price:
No: 406
name: Mujeeb Zadran
nationality: Bowler
player_type: 1,50,00,000
player_price:
No: 407
name: J Suchith
nationality: Bowler
player_type: 30,00,000
player_price:
Season: 2020
Delhi Capitals
Details:
No: 408
name: Shimron Hetmyer
nationality: Batsman
player_type: 7,75,00,000
player_price:
No: 409
name: Marcus Stoinis
nationality: All-Rounder
player_type: 4,80,00,000
player_price:
No: 410
name: Alex Carey
nationality: Wicket Keeper
player_type: 2,40,00,000
player_price:
No: 411
name: Jason Roy
nationality: Batsman
player_type: 1,50,00,000
player_price:
No: 412
name: Chris Woakes
nationality: All-Rounder
player_type: 1,50,00,000
player_price:
No: 413
name: Mohit Sharma
nationality: Bowler
player_type: 50,00,000
player_price:
No: 414
name: Tushar Deshpande
nationality: Bowler
player_type: 20,00,000
player_price:
No: 415
name: Lalit Yadav
nationality: All-Rounder
player_type: 20,00,000
player_price:
Kings XI Punjab
Details:
No: 416
name: Glenn Maxwell
nationality: All-Rounder
player_type: 10,75,00,000
player_price:
No: 417
name: Sheldon Cottrell
nationality: Bowler
player_type: 8,50,00,000
player_price:
No: 418
name: Chris Jordan
nationality: All-Rounder
player_type: 3,00,00,000
player_price:
No: 419
name: Ravi Bishnoi
nationality: Bowler
player_type: 2,00,00,000
player_price:
No: 420
name: Prabhsimran Singh
nationality: Wicket Keeper
player_type: 55,00,000
player_price:
No: 421
name: Deepak Hooda
nationality: All-Rounder
player_type: 50,00,000
player_price:
No: 422
name: James Neesham
nationality: All-Rounder
player_type: 50,00,000
player_price:
No: 423
name: Tajinder Dhillon
nationality: All-Rounder
player_type: 20,00,000
player_price:
No: 424
name: Ishan Porel
nationality: Bowler
player_type: 20,00,000
player_price:
Kolkata Knight Riders
Details:
No: 425
name: Pat Cummins
nationality: All-Rounder
player_type: 15,50,00,000
player_price:
No: 426
name: Eoin Morgan
nationality: Batsman
player_type: 5,25,00,000
player_price:
No: 427
name: Varun Chakaravarthy
nationality: All-Rounder
player_type: 4,00,00,000
player_price:
No: 428
name: Tom Banton
nationality: Batsman
player_type: 1,00,00,000
player_price:
No: 429
name: Rahul Tripathi
nationality: Batsman
player_type: 60,00,000
player_price:
No: 430
name: Chris Green
nationality: All-Rounder
player_type: 20,00,000
player_price:
No: 431
name: Nikhil Shankar Naik
nationality: Wicket Keeper
player_type: 20,00,000
player_price:
No: 432
name: Pravin Tambe
nationality: Bowler
player_type: 20,00,000
player_price:
No: 433
name: M Siddharth
nationality: Bowler
player_type: 20,00,000
player_price:
Mumbai Indians
Details:
No: 434
name: Nathan Coulter-Nile
nationality: Bowler
player_type: 8,00,00,000
player_price:
No: 435
name: Chris Lynn
nationality: Batsman
player_type: 2,00,00,000
player_price:
No: 436
name: Saurabh Tiwary
nationality: Batsman
player_type: 50,00,000
player_price:
No: 437
name: Digvijay Deshmukh
nationality: All-Rounder
player_type: 20,00,000
player_price:
No: 438
name: Prince Balwant Rai Singh
nationality: All-Rounder
player_type: 20,00,000
player_price:
No: 439
name: Mohsin Khan
nationality: Bowler
player_type: 20,00,000
player_price:
Rajasthan Royals
Details:
No: 440
name: Robin Uthappa
nationality: Batsman
player_type: 3,00,00,000
player_price:
No: 441
name: Jaydev Unadkat
nationality: Bowler
player_type: 3,00,00,000
player_price:
No: 442
name: Yashasvi Jaiswal
nationality: All-Rounder
player_type: 2,40,00,000
player_price:
No: 443
name: Kartik Tyagi
nationality: Bowler
player_type: 1,30,00,000
player_price:
No: 444
name: Tom Curran
nationality: All-Rounder
player_type: 1,00,00,000
player_price:
No: 445
name: Andrew Tye
nationality: Bowler
player_type: 1,00,00,000
player_price:
No: 446
name: Anuj Rawat
nationality: Wicket Keeper
player_type: 80,00,000
player_price:
No: 447
name: David Miller
nationality: Batsman
player_type: 75,00,000
player_price:
No: 448
name: Oshane Thomas
nationality: Bowler
player_type: 50,00,000
player_price:
No: 449
name: Anirudha Ashok Joshi
nationality: All-Rounder
player_type: 20,00,000
player_price:
No: 450
name: Akash Singh
nationality: Bowler
player_type: 20,00,000
player_price:
Royal Challengers Bangalore
Details:
No: 451
name: Christopher Morris
nationality: All-Rounder
player_type: 10,00,00,000
player_price:
No: 452
name: Aaron Finch
nationality: Batsman
player_type: 4,40,00,000
player_price:
No: 453
name: Kane Richardson
nationality: Bowler
player_type: 4,00,00,000
player_price:
No: 454
name: Dale Steyn
nationality: Bowler
player_type: 2,00,00,000
player_price:
No: 455
name: Isuru Udana
nationality: All-Rounder
player_type: 50,00,000
player_price:
No: 456
name: Shahbaz Ahamad
nationality: Wicket Keeper
player_type: 20,00,000
player_price:
No: 457
name: Joshua Philippe
nationality: Wicket Keeper
player_type: 20,00,000
player_price:
No: 458
name: Pavan Deshpande
nationality: All-Rounder
player_type: 20,00,000
player_price:
Sunrisers Hyderabad
Details:
No: 459
name: Mitchell Marsh
nationality: All-Rounder
player_type: 2,00,00,000
player_price:
No: 460
name: Priyam Garg
nationality: Batsman
player_type: 1,90,00,000
player_price:
No: 461
name: Virat Singh
nationality: Batsman
player_type: 1,90,00,000
player_price:
No: 462
name: Fabian Allen
nationality: All-Rounder
player_type: 50,00,000
player_price:
No: 463
name: Sandeep Bavanaka
nationality: All-Rounder
player_type: 20,00,000
player_price:
No: 464
name: Sanjay Yadav
nationality: All-Rounder
player_type: 20,00,000
player_price:
No: 465
name: Abdul Samad
nationality: All-Rounder
player_type: 20,00,000
player_price:
Season: 2019
Delhi Capitals
Details:
No: 466
name: Colin Ingram
nationality: Batsman
player_type: 6,40,00,000
player_price:
No: 467
name: Axar Rajesh Patel
nationality: All-Rounder
player_type: 5,00,00,000
player_price:
No: 468
name: Hanuma Vihari
nationality: Batsman
player_type: 2,00,00,000
player_price:
No: 469
name: Sherfane Rutherford
nationality: All-Rounder
player_type: 2,00,00,000
player_price:
No: 470
name: Ishant Sharma
nationality: Bowler
player_type: 1,10,00,000
player_price:
No: 471
name: Keemo Paul
nationality: All-Rounder
player_type: 50,00,000
player_price:
No: 472
name: Jalaj Saxena
nationality: All-Rounder
player_type: 20,00,000
player_price:
No: 473
name: Ankush Bains
nationality: Wicket Keeper
player_type: 20,00,000
player_price:
No: 474
name: Nathu Singh
nationality: Bowler
player_type: 20,00,000
player_price:
No: 475
name: Bandaru Ayyappa
nationality: Bowler
player_type: 20,00,000
player_price:
Kings XI Punjab
Details:
No: 476
name: Varun Chakaravarthy
nationality: All-Rounder
player_type: 8,40,00,000
player_price:
No: 477
name: Sam Curran
nationality: All-Rounder
player_type: 7,20,00,000
player_price:
No: 478
name: Mohammad Shami
nationality: Bowler
player_type: 4,80,00,000
player_price:
No: 479
name: Prabhsimran Singh
nationality: Wicket Keeper
player_type: 4,80,00,000
player_price:
No: 480
name: Nicolas Pooran
nationality: Wicket Keeper
player_type: 4,20,00,000
player_price:
No: 481
name: Moises Henriques
nationality: All-Rounder
player_type: 1,00,00,000
player_price:
No: 482
name: Hardus Viljoen
nationality: Bowler
player_type: 75,00,000
player_price:
No: 483
name: Darshan Nalkande
nationality: All-Rounder
player_type: 30,00,000
player_price:
No: 484
name: Sarfaraz Naushad Khan
nationality: All-Rounder
player_type: 25,00,000
player_price:
No: 485
name: Arshdeep Singh
nationality: Bowler
player_type: 20,00,000
player_price:
No: 486
name: Agnivesh Ayachi
nationality: All-Rounder
player_type: 20,00,000
player_price:
No: 487
name: Harpreet Brar
nationality: All-Rounder
player_type: 20,00,000
player_price:
No: 488
name: M. Ashwin
nationality: Bowler
player_type: 20,00,000
player_price:
Kolkata Knight Riders
Details:
No: 489
name: Carlos Brathwaite
nationality: All-Rounder
player_type: 5,00,00,000
player_price:
No: 490
name: Lockie Ferguson
nationality: Bowler
player_type: 1,60,00,000
player_price:
No: 491
name: Joe Denly
nationality: Batsman
player_type: 1,00,00,000
player_price:
No: 492
name: Harry Gurney
nationality: Bowler
player_type: 75,00,000
player_price:
No: 493
name: Nikhil Shankar Naik
nationality: Wicket Keeper
player_type: 20,00,000
player_price:
No: 494
name: Shrikant Mundhe
nationality: All-Rounder
player_type: 20,00,000
player_price:
No: 495
name: Prithvi Raj Yarra
nationality: Bowler
player_type: 20,00,000
player_price:
No: 496
name: Anrich Nortje
nationality: Bowler
player_type: 20,00,000
player_price:
Mumbai Indians
Details:
No: 497
name: Barinder Singh Sran
nationality: Bowler
player_type: 3,40,00,000
player_price:
No: 498
name: Lasith Malinga
nationality: Bowler
player_type: 2,00,00,000
player_price:
No: 499
name: Yuvraj Singh
nationality: All-Rounder
player_type: 1,00,00,000
player_price:
No: 500
name: Anmolpreet Singh
nationality: Batsman
player_type: 80,00,000
player_price:
No: 501
name: Pankaj Jaswal
nationality: All-Rounder
player_type: 20,00,000
player_price:
No: 502
name: Rasikh Dar
nationality: Bowler
player_type: 20,00,000
player_price:
Rajasthan Royals
Details:
No: 503
name: Jaydev Unadkat
nationality: Bowler
player_type: 8,40,00,000
player_price:
No: 504
name: Varun Aaron
nationality: Bowler
player_type: 2,40,00,000
player_price:
No: 505
name: Oshane Thomas
nationality: Bowler
player_type: 1,10,00,000
player_price:
No: 506
name: Ashton Turner
nationality: All-Rounder
player_type: 50,00,000
player_price:
No: 507
name: Liam Livingstone
nationality: All-Rounder
player_type: 50,00,000
player_price:
No: 508
name: Shashank Singh
nationality: All-Rounder
player_type: 30,00,000
player_price:
No: 509
name: Riyan Parag
nationality: All-Rounder
player_type: 20,00,000
player_price:
No: 510
name: Manan Vohra
nationality: Batsman
player_type: 20,00,000
player_price:
No: 511
name: Shubham Ranjane
nationality: All-Rounder
player_type: 20,00,000
player_price:
Royal Challengers Bangalore
Details:
No: 512
name: Shivam Dube
nationality: All-Rounder
player_type: 5,00,00,000
player_price:
No: 513
name: Shimron Hetmyer
nationality: Batsman
player_type: 4,20,00,000
player_price:
No: 514
name: Akshdeep Nath
nationality: All-Rounder
player_type: 3,60,00,000
player_price:
No: 515
name: Prayas Ray Barman
nationality: All-Rounder
player_type: 1,50,00,000
player_price:
No: 516
name: Himmat Singh
nationality: Batsman
player_type: 65,00,000
player_price:
No: 517
name: Gurkeerat Singh Mann
nationality: All-Rounder
player_type: 50,00,000
player_price:
No: 518
name: Heinrich Klaasen
nationality: Wicket Keeper
player_type: 50,00,000
player_price:
No: 519
name: Devdutt Padikkal
nationality: Batsman
player_type: 20,00,000
player_price:
No: 520
name: Milind Kumar
nationality: All-Rounder
player_type: 20,00,000
player_price:
Sunrisers Hyderabad
Details:
No: 521
name: Jonny Bairstow
nationality: Wicket Keeper
player_type: 2,20,00,000
player_price:
No: 522
name: Wriddhiman Saha
nationality: Wicket Keeper
player_type: 1,20,00,000
player_price:
No: 523
name: Martin Guptill
nationality: Batsman
player_type: 1,00,00,000
player_price:
Season: 2018
Delhi Daredevils
Details:
No: 524
name: Glenn Maxwell
nationality: All-Rounder
player_type: 9,00,00,000
player_price:
No: 525
name: Kagiso Rabada
nationality: Bowler
player_type: 4,20,00,000
player_price:
No: 526
name: Amit Mishra
nationality: Bowler
player_type: 4,00,00,000
player_price:
No: 527
name: Shahbaz Nadeem
nationality: Bowler
player_type: 3,20,00,000
player_price:
No: 528
name: Vijay Shankar
nationality: All-Rounder
player_type: 3,20,00,000
player_price:
No: 529
name: Rahul Tewatia
nationality: All-Rounder
player_type: 3,00,00,000
player_price:
No: 530
name: Mohammad Shami
nationality: Bowler
player_type: 3,00,00,000
player_price:
No: 531
name: Gautam Gambhir
nationality: Batsman
player_type: 2,80,00,000
player_price:
No: 532
name: Trent Boult
nationality: Bowler
player_type: 2,20,00,000
player_price:
No: 533
name: Colin Munro
nationality: All-Rounder
player_type: 1,90,00,000
player_price:
No: 534
name: Daniel Christian
nationality: All-Rounder
player_type: 1,50,00,000
player_price:
No: 535
name: Jason Roy
nationality: Batsman
player_type: 1,50,00,000
player_price:
No: 536
name: Naman Ojha
nationality: Wicket Keeper
player_type: 1,40,00,000
player_price:
No: 537
name: Prithvi Shaw
nationality: Batsman
player_type: 1,20,00,000
player_price:
No: 538
name: Gurkeerat Singh Mann
nationality: All-Rounder
player_type: 75,00,000
player_price:
No: 539
name: Avesh Khan
nationality: Bowler
player_type: 70,00,000
player_price:
No: 540
name: Abhishek Sharma
nationality: All-Rounder
player_type: 55,00,000
player_price:
No: 541
name: Jayant Yadav
nationality: All-Rounder
player_type: 50,00,000
player_price:
No: 542
name: Harshal Patel
nationality: All-Rounder
player_type: 20,00,000
player_price:
No: 543
name: Manjot Kalra
nationality: Batsman
player_type: 20,00,000
player_price:
No: 544
name: Sandeep Lamichhane
nationality: Bowler
player_type: 20,00,000
player_price:
No: 545
name: Sayan Ghosh
nationality: Bowler
player_type: 20,00,000
player_price:
Kings XI Punjab
Details:
No: 546
name: KL Rahul
nationality: Batsman
player_type: 11,00,00,000
player_price:
No: 547
name: Ravichandran Ashwin
nationality: All-Rounder
player_type: 7,60,00,000
player_price:
No: 548
name: Andrew Tye
nationality: Bowler
player_type: 7,20,00,000
player_price:
No: 549
name: Aaron Finch
nationality: Batsman
player_type: 6,20,00,000
player_price:
No: 550
name: Marcus Stoinis
nationality: All-Rounder
player_type: 6,20,00,000
player_price:
No: 551
name: Karun Nair
nationality: Batsman
player_type: 5,60,00,000
player_price:
No: 552
name: Mujeeb Zadran
nationality: Bowler
player_type: 4,00,00,000
player_price:
No: 553
name: Ankit Singh Rajpoot
nationality: Bowler
player_type: 3,00,00,000
player_price:
No: 554
name: David Miller
nationality: Batsman
player_type: 3,00,00,000
player_price:
No: 555
name: Mohit Sharma
nationality: Bowler
player_type: 2,40,00,000
player_price:
No: 556
name: Barinder Singh Sran
nationality: Bowler
player_type: 2,20,00,000
player_price:
No: 557
name: Yuvraj Singh
nationality: All-Rounder
player_type: 2,00,00,000
player_price:
No: 558
name: Christopher Gayle
nationality: Batsman
player_type: 2,00,00,000
player_price:
No: 559
name: Ben Dwarshuis
nationality: Bowler
player_type: 1,40,00,000
player_price:
No: 560
name: Akshdeep Nath
nationality: All-Rounder
player_type: 1,00,00,000
player_price:
No: 561
name: Manoj Tiwary
nationality: Batsman
player_type: 1,00,00,000
player_price:
No: 562
name: Mayank Agarwal
nationality: Batsman
player_type: 1,00,00,000
player_price:
No: 563
name: Manzoor Dar
nationality: All-Rounder
player_type: 20,00,000
player_price:
No: 564
name: Pardeep Sahu
nationality: Bowler
player_type: 20,00,000
player_price:
No: 565
name: Mayank Dagar
nationality: All-Rounder
player_type: 20,00,000
player_price:
Kolkata Knight Riders
Details:
No: 566
name: Chris Lynn
nationality: Batsman
player_type: 9,60,00,000
player_price:
No: 567
name: Mitchell Starc
nationality: Bowler
player_type: 9,40,00,000
player_price:
No: 568
name: Dinesh Karthik
nationality: Wicket Keeper
player_type: 7,40,00,000
player_price:
No: 569
name: Robin Uthappa
nationality: Wicket Keeper
player_type: 6,40,00,000
player_price:
No: 570
name: Kuldeep Singh Yadav
nationality: Bowler
player_type: 5,80,00,000
player_price:
No: 571
name: Piyush Chawla
nationality: Bowler
player_type: 4,20,00,000
player_price:
No: 572
name: Nitish Rana
nationality: All-Rounder
player_type: 3,40,00,000
player_price:
No: 573
name: Kamlesh Nagarkoti
nationality: All-Rounder
player_type: 3,20,00,000
player_price:
No: 574
name: Shivam Mavi
nationality: All-Rounder
player_type: 3,00,00,000
player_price:
No: 575
name: Mitchell Johnson
nationality: Bowler
player_type: 2,00,00,000
player_price:
No: 576
name: Shubman Gill
nationality: Batsman
player_type: 1,80,00,000
player_price:
No: 577
name: Ranganath Vinay Kumar
nationality: Bowler
player_type: 1,00,00,000
player_price:
No: 578
name: Rinku Singh
nationality: Batsman
player_type: 80,00,000
player_price:
No: 579
name: Cameron Delport
nationality: All-Rounder
player_type: 30,00,000
player_price:
No: 580
name: Javon Searless
nationality: All-Rounder
player_type: 30,00,000
player_price:
No: 581
name: Apoorv Vijay Wankhade
nationality: Batsman
player_type: 20,00,000
player_price:
No: 582
name: Ishank Jaggi
nationality: Batsman
player_type: 20,00,000
player_price:
Mumbai Indians
Details:
No: 583
name: Krunal Pandya
nationality: All-Rounder
player_type: 8,80,00,000
player_price:
No: 584
name: Ishan Kishan
nationality: Wicket Keeper
player_type: 6,20,00,000
player_price:
No: 585
name: Kieron Pollard
nationality: All-Rounder
player_type: 5,40,00,000
player_price:
No: 586
name: Pat Cummins
nationality: Bowler
player_type: 5,40,00,000
player_price:
No: 587
name: Evin Lewis
nationality: Batsman
player_type: 3,80,00,000
player_price:
No: 588
name: Suryakumar Yadav
nationality: Batsman
player_type: 3,20,00,000
player_price:
No: 589
name: Ben Cutting
nationality: All-Rounder
player_type: 2,20,00,000
player_price:
No: 590
name: Mustafizur Rahman
nationality: Bowler
player_type: 2,20,00,000
player_price:
No: 591
name: Rahul Chahar
nationality: Bowler
player_type: 1,90,00,000
player_price:
No: 592
name: Pradeep Sangwan
nationality: Bowler
player_type: 1,50,00,000
player_price:
No: 593
name: Jason Behrendorff
nationality: Bowler
player_type: 1,50,00,000
player_price:
No: 594
name: Jean-Paul Duminy
nationality: All-Rounder
player_type: 1,00,00,000
player_price:
No: 595
name: Saurabh Tiwary
nationality: Batsman
player_type: 80,00,000
player_price:
No: 596
name: Tajinder Dhillon
nationality: All-Rounder
player_type: 55,00,000
player_price:
No: 597
name: Akila Dhananjaya
nationality: Bowler
player_type: 50,00,000
player_price:
No: 598
name: Nidheesh M D Dinesan
nationality: Bowler
player_type: 20,00,000
player_price:
No: 599
name: Aditya Tare
nationality: Wicket Keeper
player_type: 20,00,000
player_price:
No: 600
name: Siddhesh Dinesh Lad
nationality: Batsman
player_type: 20,00,000
player_price:
No: 601
name: Mayank Markande
nationality: Bowler
player_type: 20,00,000
player_price:
No: 602
name: Sharad Lumba
nationality: Batsman
player_type: 20,00,000
player_price:
No: 603
name: Anukul Roy
nationality: All-Rounder
player_type: 20,00,000
player_price:
No: 604
name: Mohsin Khan
nationality: Bowler
player_type: 20,00,000
player_price:
Rajasthan Royals
Details:
No: 605
name: Benjamin Stokes
nationality: All-Rounder
player_type: 12,50,00,000
player_price:
No: 606
name: Jaydev Unadkat
nationality: Bowler
player_type: 11,50,00,000
player_price:
No: 607
name: Sanju Samson
nationality: Wicket Keeper
player_type: 8,00,00,000
player_price:
No: 608
name: Jofra Archer
nationality: All-Rounder
player_type: 7,20,00,000
player_price:
No: 609
name: Krishnappa Gowtham
nationality: Bowler
player_type: 6,20,00,000
player_price:
No: 610
name: Jos Buttler
nationality: Wicket Keeper
player_type: 4,40,00,000
player_price:
No: 611
name: Ajinkya Rahane
nationality: Batsman
player_type: 4,00,00,000
player_price:
No: 612
name: Darcy Short
nationality: All-Rounder
player_type: 4,00,00,000
player_price:
No: 613
name: Rahul Tripathi
nationality: Batsman
player_type: 3,40,00,000
player_price:
No: 614
name: Dhawal Kulkarni
nationality: Bowler
player_type: 75,00,000
player_price:
No: 615
name: Zahir Khan Pakteen
nationality: Bowler
player_type: 60,00,000
player_price:
No: 616
name: Ben Laughlin
nationality: Bowler
player_type: 50,00,000
player_price:
No: 617
name: Stuart Binny
nationality: All-Rounder
player_type: 50,00,000
player_price:
No: 618
name: Dushmantha Chameera
nationality: Bowler
player_type: 50,00,000
player_price:
No: 619
name: Anureet Singh
nationality: Bowler
player_type: 30,00,000
player_price:
No: 620
name: Aryaman Vikram Birla
nationality: All-Rounder
player_type: 30,00,000
player_price:
No: 621
name: Midhun S
nationality: All-Rounder
player_type: 20,00,000
player_price:
No: 622
name: Shreyas Gopal
nationality: All-Rounder
player_type: 20,00,000
player_price:
No: 623
name: Prashant Chopra
nationality: Wicket Keeper
player_type: 20,00,000
player_price:
No: 624
name: Jatin Saxena
nationality: All-Rounder
player_type: 20,00,000
player_price:
No: 625
name: Ankit Sharma
nationality: All-Rounder
player_type: 20,00,000
player_price:
No: 626
name: Mahipal Lomror
nationality: All-Rounder
player_type: 20,00,000
player_price:
Royal Challengers Bangalore
Details:
No: 627
name: Chris Woakes
nationality: All-Rounder
player_type: 7,40,00,000
player_price:
No: 628
name: Yuzvendra Singh Chahal
nationality: Bowler
player_type: 6,00,00,000
player_price:
No: 629
name: Umesh Yadav
nationality: Bowler
player_type: 4,20,00,000
player_price:
No: 630
name: Brendon McCullum
nationality: Batsman
player_type: 3,60,00,000
player_price:
No: 631
name: M.S. Washington Sundar
nationality: All-Rounder
player_type: 3,20,00,000
player_price:
No: 632
name: Navdeep Saini
nationality: Bowler
player_type: 3,00,00,000
player_price:
No: 633
name: Quinton De Kock
nationality: Wicket Keeper
player_type: 2,80,00,000
player_price:
No: 634
name: Mohammed Siraj
nationality: Bowler
player_type: 2,60,00,000
player_price:
No: 635
name: Nathan Coulter-Nile
nationality: Bowler
player_type: 2,20,00,000
player_price:
No: 636
name: Colin De Grandhomme
nationality: All-Rounder
player_type: 2,20,00,000
player_price:
No: 637
name: M. Ashwin
nationality: Bowler
player_type: 2,20,00,000
player_price:
No: 638
name: Parthiv Patel
nationality: Wicket Keeper
player_type: 1,70,00,000
player_price:
No: 639
name: Moeen Ali
nationality: All-Rounder
player_type: 1,70,00,000
player_price:
No: 640
name: Mandeep Singh
nationality: All-Rounder
player_type: 1,40,00,000
player_price:
No: 641
name: Manan Vohra
nationality: Batsman
player_type: 1,10,00,000
player_price:
No: 642
name: Pawan Negi
nationality: All-Rounder
player_type: 1,00,00,000
player_price:
No: 643
name: Tim Southee
nationality: Bowler
player_type: 1,00,00,000
player_price:
No: 644
name: Kulwant Khejroliya
nationality: Bowler
player_type: 85,00,000
player_price:
No: 645
name: Aniket Choudhary
nationality: Bowler
player_type: 30,00,000
player_price:
No: 646
name: Pavan Deshpande
nationality: All-Rounder
player_type: 20,00,000
player_price:
No: 647
name: Anirudha Ashok Joshi
nationality: All-Rounder
player_type: 20,00,000
player_price:
Sunrisers Hyderabad
Details:
No: 648
name: Manish Pandey
nationality: Batsman
player_type: 11,00,00,000
player_price:
No: 649
name: Rashid Khan Arman
nationality: Bowler
player_type: 9,00,00,000
player_price:
No: 650
name: Shikhar Dhawan
nationality: Batsman
player_type: 5,20,00,000
player_price:
No: 651
name: Wriddhiman Saha
nationality: Wicket Keeper
player_type: 5,00,00,000
player_price:
No: 652
name: Siddarth Kaul
nationality: Bowler
player_type: 3,80,00,000
player_price:
No: 653
name: Deepak Hooda
nationality: All-Rounder
player_type: 3,60,00,000
player_price:
No: 654
name: Syed Khaleel Ahmed
nationality: Bowler
player_type: 3,00,00,000
player_price:
No: 655
name: Sandeep Sharma
nationality: Bowler
player_type: 3,00,00,000
player_price:
No: 656
name: Kane Williamson
nationality: Batsman
player_type: 3,00,00,000
player_price:
No: 657
name: Carlos Brathwaite
nationality: All-Rounder
player_type: 2,00,00,000
player_price:
No: 658
name: Shakib Al Hasan
nationality: All-Rounder
player_type: 2,00,00,000
player_price:
No: 659
name: Yusuf Pathan
nationality: All-Rounder
player_type: 1,90,00,000
player_price:
No: 660
name: Shreevats Goswami
nationality: Wicket Keeper
player_type: 1,00,00,000
player_price:
No: 661
name: Mohammad Nabi
nationality: All-Rounder
player_type: 1,00,00,000
player_price:
No: 662
name: Chris Jordan
nationality: All-Rounder
player_type: 1,00,00,000
player_price:
No: 663
name: Basil Thampi
nationality: Bowler
player_type: 95,00,000
player_price:
No: 664
name: Billy Stanlake
nationality: Batsman
player_type: 50,00,000
player_price:
No: 665
name: T Natarajan
nationality: Bowler
player_type: 40,00,000
player_price:
No: 666
name: Sachin Baby
nationality: Batsman
player_type: 20,00,000
player_price:
No: 667
name: Bipul Sharma
nationality: All-Rounder
player_type: 20,00,000
player_price:
No: 668
name: Syed Mehdi Hasan
nationality: All-Rounder
player_type: 20,00,000
player_price:
No: 669
name: Ricky Bhui
nationality: Batsman
player_type: 20,00,000
player_price:
No: 670
name: Tanmay Agarwal
nationality: Batsman
player_type: 20,00,000
player_price:
Season: 2017
Gujarat Lions
Details:
No: 671
name: Jason Roy
nationality: Batsman
player_type: 1,00,00,000
player_price:
No: 672
name: Basil Thampi
nationality: Bowler
player_type: 85,00,000
player_price:
No: 673
name: Manpreet Gony
nationality: Bowler
player_type: 60,00,000
player_price:
No: 674
name: Nathu Singh
nationality: Bowler
player_type: 50,00,000
player_price:
No: 675
name: Munaf Patel
nationality: Bowler
player_type: 30,00,000
player_price:
No: 676
name: Akshdeep Nath
nationality: All-Rounder
player_type: 10,00,000
player_price:
No: 677
name: Shubam Agrawal
nationality: All-Rounder
player_type: 10,00,000
player_price:
No: 678
name: Tejas Singh Baroka
nationality: Bowler
player_type: 10,00,000
player_price:
No: 679
name: Chirag Suri
nationality: Batsman
player_type: 10,00,000
player_price:
No: 680
name: Pratham Singh
nationality: All-Rounder
player_type: 10,00,000
player_price:
No: 681
name: Shelley Shaurya
nationality: Bowler
player_type: 10,00,000
player_price:
Kings XI Punjab
Details:
No: 682
name: T Natarajan
nationality: Bowler
player_type: 3,00,00,000
player_price:
No: 683
name: Varun Aaron
nationality: Bowler
player_type: 2,80,00,000
player_price:
No: 684
name: Eoin Morgan
nationality: Batsman
player_type: 2,00,00,000
player_price:
No: 685
name: Matt Henry
nationality: Bowler
player_type: 50,00,000
player_price:
No: 686
name: Martin Guptill
nationality: Batsman
player_type: 50,00,000
player_price:
No: 687
name: Darren Sammy
nationality: All-Rounder
player_type: 30,00,000
player_price:
No: 688
name: Rahul Tewatia
nationality: All-Rounder
player_type: 25,00,000
player_price:
No: 689
name: Rinku Singh
nationality: Batsman
player_type: 10,00,000
player_price:
Kolkata Knight Riders
Details:
No: 690
name: Trent Boult
nationality: Bowler
player_type: 5,00,00,000
player_price:
No: 691
name: Chris Woakes
nationality: All-Rounder
player_type: 4,20,00,000
player_price:
No: 692
name: Nathan Coulter-Nile
nationality: Bowler
player_type: 3,50,00,000
player_price:
No: 693
name: Rishi Dhawan
nationality: All-Rounder
player_type: 55,00,000
player_price:
No: 694
name: Darren Bravo
nationality: Batsman
player_type: 50,00,000
player_price:
No: 695
name: Rovman Powell
nationality: All-Rounder
player_type: 30,00,000
player_price:
No: 696
name: Sayan Ghosh
nationality: Bowler
player_type: 10,00,000
player_price:
No: 697
name: R. Sanjay Yadav
nationality: All-Rounder
player_type: 10,00,000
player_price:
No: 698
name: Ishank Jaggi
nationality: Batsman
player_type: 10,00,000
player_price:
Mumbai Indians
Details:
No: 699
name: Karn Sharma
nationality: All-Rounder
player_type: 3,20,00,000
player_price:
No: 700
name: Krishnappa Gowtham
nationality: All-Rounder
player_type: 2,00,00,000
player_price:
No: 701
name: Mitchell Johnson
nationality: Bowler
player_type: 2,00,00,000
player_price:
No: 702
name: Asela Gunarathna
nationality: Batsman
player_type: 30,00,000
player_price:
No: 703
name: Saurabh Tiwary
nationality: Batsman
player_type: 30,00,000
player_price:
No: 704
name: Nicolas Pooran
nationality: Wicket Keeper
player_type: 30,00,000
player_price:
No: 705
name: Kulwant Khejroliya
nationality: Bowler
player_type: 10,00,000
player_price:
Rising Pune Supergiant
Details:
No: 706
name: Benjamin Stokes
nationality: All-Rounder
player_type: 14,50,00,000
player_price:
No: 707
name: Daniel Christian
nationality: All-Rounder
player_type: 1,00,00,000
player_price:
No: 708
name: Manoj Tiwary
nationality: Batsman
player_type: 50,00,000
player_price:
No: 709
name: Lockie Ferguson
nationality: Bowler
player_type: 50,00,000
player_price:
No: 710
name: Jaydev Unadkat
nationality: Bowler
player_type: 30,00,000
player_price:
No: 711
name: Rahul Chahar
nationality: Bowler
player_type: 10,00,000
player_price:
No: 712
name: Saurabh Kumar
nationality: Bowler
player_type: 10,00,000
player_price:
No: 713
name: Milind Tandon
nationality: All-Rounder
player_type: 10,00,000
player_price:
No: 714
name: Rahul Ajay Tripathi
nationality: All-Rounder
player_type: 10,00,000
player_price:
Royal Challengers Bangalore
Details:
No: 715
name: Tymal Mills
nationality: Bowler
player_type: 12,00,00,000
player_price:
No: 716
name: Aniket Choudhary
nationality: Bowler
player_type: 2,00,00,000
player_price:
No: 717
name: Pawan Negi
nationality: All-Rounder
player_type: 1,00,00,000
player_price:
No: 718
name: Billy Stanlake
nationality: Bowler
player_type: 30,00,000
player_price:
No: 719
name: Praveen Dubey
nationality: All-Rounder
player_type: 10,00,000
player_price:
Sunrisers Hyderabad
Details:
No: 720
name: Rashid Khan Arman
nationality: Bowler
player_type: 4,00,00,000
player_price:
No: 721
name: Mohammed Siraj
nationality: Bowler
player_type: 2,60,00,000
player_price:
No: 722
name: Eklavya Dwivedi
nationality: Wicket Keeper
player_type: 75,00,000
player_price:
No: 723
name: Chris Jordan
nationality: All-Rounder
player_type: 50,00,000
player_price:
No: 724
name: Mohammad Nabi
nationality: All-Rounder
player_type: 30,00,000
player_price:
No: 725
name: Ben Laughlin
nationality: Bowler
player_type: 30,00,000
player_price:
No: 726
name: Pravin Tambe
nationality: Bowler
player_type: 10,00,000
player_price:
No: 727
name: Tanmay Agarwal
nationality: Batsman
player_type: 10,00,000
player_price:
Season: 2016
Gujarat Lions
Details:
No: 728
name: Praveen Kumar
nationality: Bowler
player_type: 3,50,00,000
player_price:
No: 729
name: Dale Steyn
nationality: Bowler
player_type: 2,30,00,000
player_price:
No: 730
name: Dinesh Karthik
nationality: Wicket Keeper
player_type: 2,30,00,000
player_price:
No: 731
name: Dwayne Smith
nationality: All-Rounder
player_type: 2,30,00,000
player_price:
No: 732
name: Dhawal Kulkarni
nationality: Bowler
player_type: 2,00,00,000
player_price:
No: 733
name: Aaron Finch
nationality: Batsman
player_type: 1,00,00,000
player_price:
No: 734
name: Eklavya Dwivedi
nationality: Wicket Keeper
player_type: 1,00,00,000
player_price:
No: 735
name: Andrew Tye
nationality: All-Rounder
player_type: 50,00,000
player_price:
No: 736
name: Ishan Kishan
nationality: Wicket Keeper
player_type: 35,00,000
player_price:
No: 737
name: Jaydev Shah
nationality: All-Rounder
player_type: 20,00,000
player_price:
No: 738
name: Shadab Jakati
nationality: All-Rounder
player_type: 20,00,000
player_price:
No: 739
name: Pravin Tambe
nationality: Bowler
player_type: 20,00,000
player_price:
No: 740
name: Pradeep Sangwan
nationality: All-Rounder
player_type: 20,00,000
player_price:
No: 741
name: Amit Mishra
nationality: Bowler
player_type: 10,00,000
player_price:
No: 742
name: Shivil Kaushik
nationality: Bowler
player_type: 10,00,000
player_price:
No: 743
name: Akshdeep Nath
nationality: All-Rounder
player_type: 10,00,000
player_price:
No: 744
name: Sarabjit Ladda
nationality: Bowler
player_type: 10,00,000
player_price:
No: 745
name: Umang Sharma
nationality: Batsman
player_type: 10,00,000
player_price:
No: 746
name: Paras Dogra
nationality: Batsman
player_type: 10,00,000
player_price:
Kings XI Punjab
Details:
No: 747
name: Mohit Sharma
nationality: Bowler
player_type: 6,50,00,000
player_price:
No: 748
name: Kyle Abbott
nationality: Bowler
player_type: 2,10,00,000
player_price:
No: 749
name: K.C. Cariappa
nationality: Bowler
player_type: 80,00,000
player_price:
No: 750
name: Marcus Stoinis
nationality: All-Rounder
player_type: 55,00,000
player_price:
No: 751
name: Farhaan Behardien
nationality: All-Rounder
player_type: 30,00,000
player_price:
No: 752
name: Pardeep Sahu
nationality: All-Rounder
player_type: 10,00,000
player_price:
No: 753
name: Armaan Jaffer
nationality: Batsman
player_type: 10,00,000
player_price:
No: 754
name: Swapnil Singh
nationality: All-Rounder
player_type: 10,00,000
player_price:
Kolkata Knight Riders
Details:
No: 755
name: Jaydev Unadkat
nationality: Bowler
player_type: 1,60,00,000
player_price:
No: 756
name: Ankit Singh Rajpoot
nationality: Bowler
player_type: 1,50,00,000
player_price:
No: 757
name: John Hastings
nationality: Bowler
player_type: 1,30,00,000
player_price:
No: 758
name: Jason Holder
nationality: All-Rounder
player_type: 70,00,000
player_price:
No: 759
name: Colin Munro
nationality: All-Rounder
player_type: 30,00,000
player_price:
No: 760
name: Rajagopal Sathish
nationality: All-Rounder
player_type: 20,00,000
player_price:
No: 761
name: Manan Ajay Sharma
nationality: All-Rounder
player_type: 10,00,000
player_price:
Mumbai Indians
Details:
No: 762
name: Jos Buttler
nationality: Wicket Keeper
player_type: 3,80,00,000
player_price:
No: 763
name: Nathu Singh
nationality: Bowler
player_type: 3,20,00,000
player_price:
No: 764
name: Tim Southee
nationality: Bowler
player_type: 2,50,00,000
player_price:
No: 765
name: Krunal Pandya
nationality: All-Rounder
player_type: 2,00,00,000
player_price:
No: 766
name: Kishore Pramod Kamath
nationality: All-Rounder
player_type: 1,40,00,000
player_price:
No: 767
name: Deepak Punia
nationality: All-Rounder
player_type: 10,00,000
player_price:
No: 768
name: Jitesh Sharma
nationality: Wicket Keeper
player_type: 10,00,000
player_price:
Rising Pune Supergiant
Details:
No: 769
name: Mitchell Marsh
nationality: All-Rounder
player_type: 4,80,00,000
player_price:
No: 770
name: M. Ashwin
nationality: Bowler
player_type: 4,50,00,000
player_price:
No: 771
name: Ishant Sharma
nationality: Bowler
player_type: 3,80,00,000
player_price:
No: 772
name: Kevin Pietersen
nationality: Batsman
player_type: 3,50,00,000
player_price:
No: 773
name: Irfan Pathan
nationality: All-Rounder
player_type: 1,00,00,000
player_price:
No: 774
name: Thisara Perera
nationality: All-Rounder
player_type: 1,00,00,000
player_price:
No: 775
name: Rajat Bhatia
nationality: All-Rounder
player_type: 60,00,000
player_price:
No: 776
name: Ashok Dinda
nationality: Bowler
player_type: 50,00,000
player_price:
No: 777
name: Scott Boland
nationality: Bowler
player_type: 50,00,000
player_price:
No: 778
name: Peter Handscomb
nationality: Wicket Keeper
player_type: 30,00,000
player_price:
No: 779
name: Rudra Pratap Singh
nationality: Bowler
player_type: 30,00,000
player_price:
No: 780
name: Adam Zampa
nationality: Bowler
player_type: 30,00,000
player_price:
No: 781
name: Ishwar Chandra Pandey
nationality: Bowler
player_type: 20,00,000
player_price:
No: 782
name: Deepak Chahar
nationality: All-Rounder
player_type: 10,00,000
player_price:
No: 783
name: Jaskaran Singh
nationality: Bowler
player_type: 10,00,000
player_price:
No: 784
name: Baba Aparajith
nationality: All-Rounder
player_type: 10,00,000
player_price:
No: 785
name: Ankush Bains
nationality: Wicket Keeper
player_type: 10,00,000
player_price:
No: 786
name: Ankit Sharma
nationality: All-Rounder
player_type: 10,00,000
player_price:
Royal Challengers Bangalore
Details:
No: 787
name: Shane Watson
nationality: All-Rounder
player_type: 9,50,00,000
player_price:
No: 788
name: Stuart Binny
nationality: All-Rounder
player_type: 2,00,00,000
player_price:
No: 789
name: Kane Richardson
nationality: Bowler
player_type: 2,00,00,000
player_price:
No: 790
name: Samuel Badree
nationality: Bowler
player_type: 50,00,000
player_price:
No: 791
name: Travis Head
nationality: Batsman
player_type: 50,00,000
player_price:
No: 792
name: Praveen Dubey
nationality: All-Rounder
player_type: 35,00,000
player_price:
No: 793
name: Vikramjeet Malik
nationality: Bowler
player_type: 20,00,000
player_price:
No: 794
name: Akshay Karnewar
nationality: All-Rounder
player_type: 10,00,000
player_price:
No: 795
name: Iqbal Abdullah
nationality: All-Rounder
player_type: 10,00,000
player_price:
No: 796
name: Sachin Baby
nationality: Batsman
player_type: 10,00,000
player_price:
No: 797
name: Vikas Tokas
nationality: Bowler
player_type: 10,00,000
player_price:
Sunrisers Hyderabad
Details:
No: 798
name: Yuvraj Singh
nationality: All-Rounder
player_type: 7,00,00,000
player_price:
No: 799
name: Ashish Nehra
nationality: Bowler
player_type: 5,50,00,000
player_price:
No: 800
name: Deepak Hooda
nationality: All-Rounder
player_type: 4,20,00,000
player_price:
No: 801
name: Mustafizur Rahman
nationality: Bowler
player_type: 1,40,00,000
player_price:
No: 802
name: Aditya Tare
nationality: Wicket Keeper
player_type: 1,20,00,000
player_price:
No: 803
name: Barinder Singh Sran
nationality: Bowler
player_type: 1,20,00,000
player_price:
No: 804
name: Ben Cutting
nationality: All-Rounder
player_type: 50,00,000
player_price:
No: 805
name: Vijay Shankar
nationality: All-Rounder
player_type: 35,00,000
player_price:
No: 806
name: Abhimanyu Mithun
nationality: Bowler
player_type: 30,00,000
player_price:
No: 807
name: Tirumalasetti Suman
nationality: Batsman
player_type: 10,00,000
player_price:
Season: 2015
Delhi Daredevils
Details:
No: 808
name: Yuvraj Singh
nationality: Batsman
player_type: 16,00,00,000
player_price:
No: 809
name: Angelo Mathews
nationality: All-Rounder
player_type: 7,50,00,000
player_price:
No: 810
name: Zaheer Khan
nationality: Bowler
player_type: 4,00,00,000
player_price:
No: 811
name: Amit Mishra
nationality: Bowler
player_type: 3,50,00,000
player_price:
No: 812
name: Shreyas Iyer
nationality: Batsman
player_type: 2,60,00,000
player_price:
No: 813
name: Gurinder Sandhu
nationality: Bowler
player_type: 1,70,00,000
player_price:
No: 814
name: Jaydev Unadkat
nationality: Bowler
player_type: 1,10,00,000
player_price:
No: 815
name: Domnic Joseph Muthuswamy
nationality: Bowler
player_type: 75,00,000
player_price:
No: 816
name: Albie Morkel
nationality: All-Rounder
player_type: 30,00,000
player_price:
No: 817
name: Travis Head
nationality: Batsman
player_type: 30,00,000
player_price:
No: 818
name: Marcus Stoinis
nationality: All-Rounder
player_type: 25,00,000
player_price:
No: 819
name: C.M. Gautam
nationality: Wicket Keeper
player_type: 20,00,000
player_price:
No: 820
name: Kona Srikar Bharat
nationality: Wicket Keeper
player_type: 10,00,000
player_price:
No: 821
name: K.K. Jiyaz
nationality: Bowler
player_type: 10,00,000
player_price:
Kings XI Punjab
Details:
No: 822
name: Murali Vijay
nationality: Batsman
player_type: 3,00,00,000
player_price:
No: 823
name: Nikhil Shankar Naik
nationality: Wicket Keeper
player_type: 30,00,000
player_price:
No: 824
name: Yogesh Gowalkar
nationality: All-Rounder
player_type: 10,00,000
player_price:
Kolkata Knight Riders
Details:
No: 825
name: K.C. Cariappa
nationality: Bowler
player_type: 2,40,00,000
player_price:
No: 826
name: James Neesham
nationality: All-Rounder
player_type: 50,00,000
player_price:
No: 827
name: Brad Hogg
nationality: Bowler
player_type: 50,00,000
player_price:
No: 828
name: Aditya Garhwal
nationality: All-Rounder
player_type: 25,00,000
player_price:
No: 829
name: Sheldon Jackson
nationality: Batsman
player_type: 15,00,000
player_price:
No: 830
name: Sumit Narwal
nationality: All-Rounder
player_type: 10,00,000
player_price:
No: 831
name: Vaibhav Rawal
nationality: All-Rounder
player_type: 10,00,000
player_price:
Mumbai Indians
Details:
No: 832
name: Aaron Finch
nationality: Batsman
player_type: 3,20,00,000
player_price:
No: 833
name: Pragyan Ojha
nationality: Bowler
player_type: 50,00,000
player_price:
No: 834
name: Abhimanyu Mithun
nationality: Bowler
player_type: 30,00,000
player_price:
No: 835
name: Mitchell McClenaghan
nationality: Bowler
player_type: 30,00,000
player_price:
No: 836
name: Aiden Blizzard
nationality: Batsman
player_type: 30,00,000
player_price:
No: 837
name: Hardik Pandya
nationality: All-Rounder
player_type: 10,00,000
player_price:
No: 838
name: Akshay Wakhare
nationality: Bowler
player_type: 10,00,000
player_price:
No: 839
name: Nitish Rana
nationality: All-Rounder
player_type: 10,00,000
player_price:
No: 840
name: Siddhesh Dinesh Lad
nationality: All-Rounder
player_type: 10,00,000
player_price:
No: 841
name: J. Suchitch
nationality: All-Rounder
player_type: 10,00,000
player_price:
Rajasthan Royals
Details:
No: 842
name: Christopher Morris
nationality: All-Rounder
player_type: 1,40,00,000
player_price:
No: 843
name: Juan Theron
nationality: Bowler
player_type: 30,00,000
player_price:
No: 844
name: Barinder Singh Saran
nationality: Bowler
player_type: 10,00,000
player_price:
No: 845
name: Dinesh Salunkhe
nationality: All-Rounder
player_type: 10,00,000
player_price:
No: 846
name: Sagar Trivedi
nationality: All-Rounder
player_type: 10,00,000
player_price:
No: 847
name: Pardeep Sahu
nationality: All-Rounder
player_type: 10,00,000
player_price:
Royal Challengers Bangalore
Details:
No: 848
name: Dinesh Karthik
nationality: Wicket Keeper
player_type: 10,50,00,000
player_price:
No: 849
name: Darren Sammy
nationality: All-Rounder
player_type: 2,80,00,000
player_price:
No: 850
name: David Wiese
nationality: All-Rounder
player_type: 2,80,00,000
player_price:
No: 851
name: Sean Abbott
nationality: Bowler
player_type: 1,00,00,000
player_price:
No: 852
name: Adam Milne
nationality: Bowler
player_type: 70,00,000
player_price:
No: 853
name: Sarfaraz Naushad Khan
nationality: Batsman
player_type: 50,00,000
player_price:
No: 854
name: Subramaniam Badrinath
nationality: Batsman
player_type: 30,00,000
player_price:
No: 855
name: Jalaj Saxena
nationality: All-Rounder
player_type: 10,00,000
player_price:
No: 856
name: Shishir Bhavane
nationality: Batsman
player_type: 10,00,000
player_price:
Sunrisers Hyderabad
Details:
No: 857
name: Trent Boult
nationality: Bowler
player_type: 3,80,00,000
player_price:
No: 858
name: Praveen Kumar
nationality: Bowler
player_type: 2,20,00,000
player_price:
No: 859
name: Kevin Pietersen
nationality: Batsman
player_type: 2,00,00,000
player_price:
No: 860
name: Eoin Morgan
nationality: Batsman
player_type: 1,50,00,000
player_price:
No: 861
name: Ravi Bopara
nationality: All-Rounder
player_type: 1,00,00,000
player_price:
No: 862
name: Kane Williamson
nationality: All-Rounder
player_type: 60,00,000
player_price:
No: 863
name: Laxmi Ratan Shukla
nationality: All-Rounder
player_type: 30,00,000
player_price:
No: 864
name: Prasanth Padmanabhan
nationality: All-Rounder
player_type: 10,00,000
player_price:
No: 865
name: Hanuma Vihari
nationality: Batsman
player_type: 10,00,000
player_price:
No: 866
name: Siddarth Kaul
nationality: Bowler
player_type: 10,00,000
player_price:
Season: 2014
Delhi Daredevils
Details:
No: 867
name: Dinesh Karthik
nationality: Wicket Keeper
player_type: 12,50,00,000
player_price:
No: 868
name: Kevin Pietersen
nationality: Batsman
player_type: 9,00,00,000
player_price:
No: 869
name: Murali Vijay
nationality: Batsman
player_type: 5,00,00,000
player_price:
No: 870
name: Mohammad Shami
nationality: Bowler
player_type: 4,25,00,000
player_price:
No: 871
name: Nathan Coulter-Nile
nationality: Bowler
player_type: 4,25,00,000
player_price:
No: 872
name: Quinton De Kock
nationality: Wicket Keeper
player_type: 3,50,00,000
player_price:
No: 873
name: Manoj Tiwary
nationality: Batsman
player_type: 2,80,00,000
player_price:
No: 874
name: Jaydev Unadkat
nationality: Bowler
player_type: 2,80,00,000
player_price:
No: 875
name: Jean-Paul Duminy
nationality: Batsman
player_type: 2,20,00,000
player_price:
No: 876
name: Ross Taylor
nationality: Batsman
player_type: 2,00,00,000
player_price:
No: 877
name: Kedar Jadhav
nationality: Batsman
player_type: 2,00,00,000
player_price:
No: 878
name: Rahul Sharma
nationality: Bowler
player_type: 1,90,00,000
player_price:
No: 879
name: Mayank Agarwal
nationality: Batsman
player_type: 1,60,00,000
player_price:
No: 880
name: Laxmi Ratan Shukla
nationality: All-Rounder
player_type: 1,50,00,000
player_price:
No: 881
name: James Neesham
nationality: All-Rounder
player_type: 1,00,00,000
player_price:
No: 882
name: Wayne Parnell
nationality: Bowler
player_type: 1,00,00,000
player_price:
No: 883
name: Shahbaz Nadeem
nationality: Bowler
player_type: 85,00,000
player_price:
No: 884
name: Saurabh Tiwary
nationality: Batsman
player_type: 70,00,000
player_price:
No: 885
name: Siddarth Kaul
nationality: Bowler
player_type: 45,00,000
player_price:
No: 886
name: Rahul Shukla
nationality: Bowler
player_type: 40,00,000
player_price:
No: 887
name: Jayant Yadav
nationality: All-Rounder
player_type: 10,00,000
player_price:
No: 888
name: HS Sharath
nationality: Bowler
player_type: 10,00,000
player_price:
No: 889
name: Milind Kumar
nationality: Batsman
player_type: 10,00,000
player_price:
Kings XI Punjab
Details:
No: 890
name: Mitchell Johnson
nationality: All-Rounder
player_type: 6,50,00,000
player_price:
No: 891
name: Glenn Maxwell
nationality: All-Rounder
player_type: 6,00,00,000
player_price:
No: 892
name: George Bailey
nationality: Batsman
player_type: 3,25,00,000
player_price:
No: 893
name: Virender Sehwag
nationality: Batsman
player_type: 3,20,00,000
player_price:
No: 894
name: Rishi Dhawan
nationality: All-Rounder
player_type: 3,00,00,000
player_price:
No: 895
name: Wriddhiman Saha
nationality: Wicket Keeper
player_type: 2,20,00,000
player_price:
No: 896
name: Shaun Marsh
nationality: Batsman
player_type: 2,20,00,000
player_price:
No: 897
name: Cheteshwar Pujara
nationality: Batsman
player_type: 1,90,00,000
player_price:
No: 898
name: Beuran Hendricks
nationality: Bowler
player_type: 1,80,00,000
player_price:
No: 899
name: Lakshmipathy Balaji
nationality: Bowler
player_type: 1,80,00,000
player_price:
No: 900
name: Thisara Perera
nationality: All-Rounder
player_type: 1,60,00,000
player_price:
No: 901
name: Gurkirat Singh Mann
nationality: Batsman
player_type: 1,30,00,000
player_price:
No: 902
name: Murali Kartik
nationality: Bowler
player_type: 1,00,00,000
player_price:
No: 903
name: Sandeep Sharma
nationality: Bowler
player_type: 85,00,000
player_price:
No: 904
name: Mandeep Hardev Singh
nationality: All-Rounder
player_type: 80,00,000
player_price:
No: 905
name: Akshar Rajesh Patel
nationality: All-Rounder
player_type: 75,00,000
player_price:
No: 906
name: Parvinder Awana
nationality: Bowler
player_type: 65,00,000
player_price:
No: 907
name: Shardul Narendra Thakur
nationality: Bowler
player_type: 20,00,000
player_price:
No: 908
name: Anureet Singh
nationality: Bowler
player_type: 20,00,000
player_price:
No: 909
name: Shivam Sharma
nationality: Bowler
player_type: 10,00,000
player_price:
No: 910
name: Karanveer Singh
nationality: All-Rounder
player_type: 10,00,000
player_price:
Kolkata Knight Riders
Details:
No: 911
name: Jacques Kallis
nationality: All-Rounder
player_type: 5,50,00,000
player_price:
No: 912
name: Robin Uthappa
nationality: Batsman
player_type: 5,00,00,000
player_price:
No: 913
name: Piyush Chawla
nationality: Bowler
player_type: 4,25,00,000
player_price:
No: 914
name: Yusuf Pathan
nationality: All-Rounder
player_type: 3,25,00,000
player_price:
No: 915
name: Shakib Al Hasan
nationality: All-Rounder
player_type: 2,80,00,000
player_price:
No: 916
name: Morne Morkel
nationality: Bowler
player_type: 2,80,00,000
player_price:
No: 917
name: Ranganath Vinay Kumar
nationality: Bowler
player_type: 2,80,00,000
player_price:
No: 918
name: Umesh Yadav
nationality: Bowler
player_type: 2,60,00,000
player_price:
No: 919
name: Manish Pandey
nationality: Batsman
player_type: 1,70,00,000
player_price:
No: 920
name: Chris Lynn
nationality: Batsman
player_type: 1,30,00,000
player_price:
No: 921
name: Patrick Cummins
nationality: Bowler
player_type: 1,00,00,000
player_price:
No: 922
name: Ryan Ten Doeschate
nationality: All-Rounder
player_type: 1,00,00,000
player_price:
No: 923
name: Suryakumar Yadav
nationality: Batsman
player_type: 70,00,000
player_price:
No: 924
name: Andre Russell
nationality: All-Rounder
player_type: 60,00,000
player_price:
No: 925
name: Manvinder Bisla
nationality: Wicket Keeper
player_type: 60,00,000
player_price:
No: 926
name: Veer Pratap Singh
nationality: Bowler
player_type: 40,00,000
player_price:
No: 927
name: Kuldeep Singh Yadav
nationality: Bowler
player_type: 40,00,000
player_price:
No: 928
name: Debabrata Das
nationality: Wicket Keeper
player_type: 20,00,000
player_price:
No: 929
name: Sayan Sekhar Mandal
nationality: All-Rounder
player_type: 10,00,000
player_price:
Mumbai Indians
Details:
No: 930
name: Michael Hussey
nationality: Batsman
player_type: 5,00,00,000
player_price:
No: 931
name: Corey Anderson
nationality: All-Rounder
player_type: 4,50,00,000
player_price:
No: 932
name: Pragyan Ojha
nationality: Bowler
player_type: 3,25,00,000
player_price:
No: 933
name: Zaheer Khan
nationality: Bowler
player_type: 2,60,00,000
player_price:
No: 934
name: Aditya Tare
nationality: Wicket Keeper
player_type: 1,60,00,000
player_price:
No: 935
name: Jasprit Bumrah
nationality: Bowler
player_type: 1,20,00,000
player_price:
No: 936
name: Jalaj Saxena
nationality: All-Rounder
player_type: 90,00,000
player_price:
No: 937
name: Josh Hazlewood
nationality: Bowler
player_type: 50,00,000
player_price:
No: 938
name: Marchant De Lange
nationality: Bowler
player_type: 30,00,000
player_price:
No: 939
name: Krismar Santokie
nationality: Bowler
player_type: 30,00,000
player_price:
No: 940
name: Ben Dunk
nationality: Wicket Keeper
player_type: 20,00,000
player_price:
No: 941
name: C.M. Gautam
nationality: Wicket Keeper
player_type: 20,00,000
player_price:
No: 942
name: Apoorv Vijay Wankhade
nationality: Batsman
player_type: 10,00,000
player_price:
No: 943
name: Pawan Suyal
nationality: Bowler
player_type: 10,00,000
player_price:
No: 944
name: Sushant Marathe
nationality: Wicket Keeper
player_type: 10,00,000
player_price:
No: 945
name: Shreyas Gopal
nationality: Bowler
player_type: 10,00,000
player_price:
Rajasthan Royals
Details:
No: 946
name: Steven Smith
nationality: All-Rounder
player_type: 4,00,00,000
player_price:
No: 947
name: Brad Hodge
nationality: Batsman
player_type: 2,40,00,000
player_price:
No: 948
name: Rajat Bhatia
nationality: All-Rounder
player_type: 1,70,00,000
player_price:
No: 949
name: Tim Southee
nationality: Bowler
player_type: 1,20,00,000
player_price:
No: 950
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Season: 2013
Delhi Daredevils
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Kings XI Punjab
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name: Manpreet Gony
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Kolkata Knight Riders
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Pune Warriors India
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No: 1018
name: Ajantha Mendis
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name: Kusal Janith Perera
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Royal Challengers Bangalore
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No: 1025
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name: Pankaj Singh
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name: Christopher Barnwell
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Sunrisers Hyderabad
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No: 1032
name: Thisara Perera
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name: Darren Sammy
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name: Sudeep Tyagi
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name: Clinton McKay
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name: Nathan McCullum
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player_price:
No: 1037
name: Quinton De Kock
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Arshad Khan ', 'Indian ', 'All-Rounder ', ' Lucknow Super Giants', '20,00,000 '], 40: ['2024', 'Dilshan Madushanka ', 'Overseas ', 'Bowler ', ' Mumbai Indians', '4,60,00,000 '], 41: ['2024', 'Shreyas Gopal ', 'Indian ', 'Bowler ', ' Mumbai Indians', '20,00,000 '], 42: ['2024', 'Shivalik Sharma ', 'Indian ', 'All-Rounder ', ' Mumbai Indians', '20,00,000 '], 43: ['2024', 'Anshul Kamboj ', 'Indian ', 'All-Rounder ', ' Mumbai Indians', '20,00,000 '], 44: ['2024', 'Mohammad Nabi ', 'Overseas ', 'All-Rounder ', ' Mumbai Indians', '1,50,00,000 '], 45: ['2024', 'Naman Dhir ', 'Indian ', 'All-Rounder ', ' Mumbai Indians', '20,00,000 '], 46: ['2024', 'Nuwan Thushara ', 'Overseas ', 'Bowler ', ' Mumbai Indians', '4,80,00,000 '], 47: ['2024', 'Gerald Coetzee ', 'Overseas ', 'All-Rounder ', ' Mumbai Indians', '5,00,00,000 '], 48: ['2024', 'Chris Woakes ', 'Overseas ', 'All-Rounder ', ' Punjab Kings', '4,20,00,000 '], 49: ['2024', 'Tanay Thyagarajann ', 'Indian ', 'All-Rounder ', ' Punjab Kings', '20,00,000 '], 50: ['2024', 'Vishwanath Pratap Singh ', 'Indian ', 'All-Rounder ', ' Punjab Kings', '20,00,000 '], 51: ['2024', 'Ashutosh Sharma ', 'Indian ', 'All-Rounder ', ' Punjab Kings', '20,00,000 '], 52: ['2024', 'Shashank Singh ', 'Indian ', 'Batter ', ' Punjab Kings', '20,00,000 '], 53: ['2024', 'Rilee Rossouw ', 'Overseas ', 'Batter ', ' Punjab Kings', '8,00,00,000 '], 54: ['2024', 'Prince Choudhary ', 'Indian ', 'Bowler ', ' Punjab Kings', '20,00,000 '], 55: ['2024', 'Harshal Patel ', 'Indian ', 'All-Rounder ', ' Punjab Kings', '11,75,00,000 '], 56: ['2024', 'Shubham Dubey ', 'Indian ', 'Batter ', ' Rajasthan Royals', '5,80,00,000 '], 57: ['2024', 'Rovman Powell ', 'Overseas ', 'Batter ', ' Rajasthan Royals', '7,40,00,000 '], 58: ['2024', 'Abid Mushtaq ', 'Indian ', 'All-Rounder ', ' Rajasthan Royals', '20,00,000 '], 59: ['2024', 'Nandre Burger ', 'Overseas ', 'Bowler ', ' Rajasthan Royals', '50,00,000 '], 60: ['2024', 'Tom Kohler-Cadmore ', 'Overseas ', 'Wicket-Keeper ', ' Rajasthan Royals', '40,00,000 '], 61: ['2024', 'Lockie Ferguson ', 'Overseas ', 'Bowler ', ' Royal Challengers Bengaluru', '2,00,00,000 '], 62: ['2024', 'Tom Curran ', 'Overseas ', 'All-Rounder ', ' Royal Challengers Bengaluru', '1,50,00,000 '], 63: ['2024', 'Saurav Chuahan ', 'Indian ', 'Batter ', ' Royal Challengers Bengaluru', '20,00,000 '], 64: ['2024', 'Alzarri Joseph ', 'Overseas ', 'Bowler ', ' Royal Challengers Bengaluru', '11,50,00,000 '], 65: ['2024', 'Swapnil Singh ', 'Indian ', 'All-Rounder ', ' Royal Challengers Bengaluru', '20,00,000 '], 66: ['2024', 'Yash Dayal ', 'Indian ', 'Bowler ', ' Royal Challengers Bengaluru', '5,00,00,000 '], 67: ['2024', 'Jhathavedh Subramanyan ', 'Indian ', 'Bowler ', ' Sunrisers Hyderabad', '20,00,000 '], 68: ['2024', 'Akash Singh ', 'Indian ', 'Bowler ', ' Sunrisers Hyderabad', '20,00,000 '], 69: ['2024', 'Jaydev Unadkat ', 'Indian ', 'Bowler ', ' Sunrisers Hyderabad', '1,60,00,000 '], 70: ['2024', 'Wanindu Hasaranga ', 'Overseas ', 'All-Rounder ', ' Sunrisers Hyderabad', '1,50,00,000 '], 71: ['2024', 'Pat Cummins ', 'Overseas ', 'All-Rounder ', ' Sunrisers Hyderabad', '20,50,00,000 '], 72: ['2024', 'Travis Head ', 'Overseas ', 'Batter ', ' Sunrisers Hyderabad', '6,80,00,000 '], 73: ['2023', 'Ajinkya Rahane ', 'Indian ', 'Batter ', ' Chennai Super Kings', '50,00,000 '], 74: ['2023', 'Bhagath Varma ', 'Indian ', 'All-Rounder ', ' Chennai Super Kings', '20,00,000 '], 75: ['2023', 'Kyle Jamieson ', 'Overseas ', 'Bowler ', ' Chennai Super Kings', '1,00,00,000 '], 76: ['2023', 'Ajay Mandal ', 'Indian ', 'All-Rounder ', ' Chennai Super Kings', '20,00,000 '], 77: ['2023', 'Nishant Sindhu ', 'Indian ', 'All-Rounder ', ' Chennai Super Kings', '60,00,000 '], 78: ['2023', 'Shaik Rasheed ', 'Indian ', 'Batter ', ' Chennai Super Kings', '20,00,000 '], 79: ['2023', 'Ben Stokes ', 'Overseas ', 'All-Rounder ', ' Chennai Super Kings', '16,25,00,000 '], 80: ['2023', 'Phil Salt ', 'Overseas ', 'Wicket-Keeper ', ' Delhi Capitals', '2,00,00,000 '], 81: ['2023', 'Ishant Sharma ', 'Indian ', 'Bowler ', ' Delhi Capitals', '50,00,000 '], 82: ['2023', 'Rilee Rossouw ', 'Overseas ', 'Batter ', ' Delhi Capitals', '4,60,00,000 '], 83: ['2023', 'Manish Pandey ', 'Indian ', 'Batter ', ' Delhi Capitals', '2,40,00,000 '], 84: ['2023', 'Mukesh Kumar ', 'Indian ', 'Bowler ', ' Delhi Capitals', '5,50,00,000 '], 85: ['2023', 'Shivam Mavi ', 'Indian ', 'Bowler ', ' Gujarat Titans', '6,00,00,000 '], 86: ['2023', 'K.S. Bharat ', 'Indian ', 'Wicket-Keeper ', ' Gujarat Titans', '1,20,00,000 '], 87: ['2023', 'Urvil Patel ', 'Indian ', 'Wicket-Keeper ', ' Gujarat Titans', '20,00,000 '], 88: ['2023', 'Mohit Sharma ', 'Indian ', 'Bowler ', ' Gujarat Titans', '50,00,000 '], 89: ['2023', 'Joshua Little ', 'Overseas ', 'Bowler ', ' Gujarat Titans', '4,40,00,000 '], 90: ['2023', 'Kane Williamson ', 'Overseas ', 'Batter ', ' Gujarat Titans', '2,00,00,000 '], 91: ['2023', 'Odean Smith ', 'Overseas ', 'All-Rounder ', ' Gujarat Titans', '50,00,000 '], 92: ['2023', 'Kulwant Khejroliya ', 'Indian ', 'Bowler ', ' Kolkata Knight Riders', '20,00,000 '], 93: ['2023', 'Shakib Al Hasan ', 'Overseas ', 'All-Rounder ', ' Kolkata Knight Riders', '1,50,00,000 '], 94: ['2023', 'Vaibhav Arora ', 'Indian ', 'Bowler ', ' Kolkata Knight Riders', '60,00,000 '], 95: ['2023', 'N. Jagadeesan ', 'Indian ', 'Wicket-Keeper ', ' Kolkata Knight Riders', '90,00,000 '], 96: ['2023', 'David Wiese ', 'Overseas ', 'All-Rounder ', ' Kolkata Knight Riders', '1,00,00,000 '], 97: ['2023', 'Mandeep Singh ', 'Indian ', 'Batter ', ' Kolkata Knight Riders', '50,00,000 '], 98: ['2023', 'Litton Das ', 'Overseas ', 'Wicket-Keeper ', ' Kolkata Knight Riders', '50,00,000 '], 99: ['2023', 'Suyash Sharma ', 'Indian ', 'Bowler ', ' Kolkata Knight Riders', '20,00,000 '], 100: ['2023', 'Amit Mishra ', 'Indian ', 'Bowler ', ' Lucknow Super Giants', '50,00,000 '], 101: ['2023', 'Nicholas Pooran ', 'Overseas ', 'Wicket-Keeper ', ' Lucknow Super Giants', '16,00,00,000 '], 102: ['2023', 'Romario Shepherd ', 'Overseas ', 'All-Rounder ', ' Lucknow Super Giants', '50,00,000 '], 103: ['2023', 'Daniel Sams ', 'Overseas ', 'All-Rounder ', ' Lucknow Super Giants', '75,00,000 '], 104: ['2023', 'Swapnil Singh ', 'Indian ', 'All-Rounder ', ' Lucknow Super Giants', '20,00,000 '], 105: ['2023', 'Yudhvir Charak ', 'Indian ', 'All-Rounder ', ' Lucknow Super Giants', '20,00,000 '], 106: ['2023', 'Prerak Mankad ', 'Indian ', 'All-Rounder ', ' Lucknow Super Giants', '20,00,000 '], 107: ['2023', 'Yash Thakur ', 'Indian ', 'Bowler ', ' Lucknow Super Giants', '45,00,000 '], 108: ['2023', 'Naveen Ul Haq ', 'Overseas ', 'Bowler ', ' Lucknow Super Giants', '50,00,000 '], 109: ['2023', 'Jaydev Unadkat ', 'Indian ', 'Bowler ', ' Lucknow Super Giants', '50,00,000 '], 110: ['2023', 'Jhye Richardson ', 'Overseas ', 'Bowler ', ' Mumbai Indians', '1,50,00,000 '], 111: ['2023', 'Nehal Wadhera ', 'Indian ', 'All-Rounder ', ' Mumbai Indians', '20,00,000 '], 112: ['2023', 'Raghav Goyal ', 'Indian ', 'Bowler ', ' Mumbai Indians', '20,00,000 '], 113: ['2023', 'Cameron Green ', 'Overseas ', 'All-Rounder ', ' Mumbai Indians', '17,50,00,000 '], 114: ['2023', 'Vishnu Vinod ', 'Indian ', 'Wicket-Keeper ', ' Mumbai Indians', '20,00,000 '], 115: ['2023', 'Duan Jansen ', 'Overseas ', 'All-Rounder ', ' Mumbai Indians', '20,00,000 '], 116: ['2023', 'Piyush Chawla ', 'Indian ', 'Bowler ', ' Mumbai Indians', '50,00,000 '], 117: ['2023', 'Shams Mulani ', 'Indian ', 'All-Rounder ', ' Mumbai Indians', '20,00,000 '], 118: ['2023', 'Harpreet Bhatia ', 'Indian ', 'Batter ', ' Punjab Kings', '40,00,000 '], 119: ['2023', 'Shivam Singh ', 'Indian ', 'All-Rounder ', ' Punjab Kings', '20,00,000 '], 120: ['2023', 'Vidwath Kaverappa ', 'Indian ', 'Bowler ', ' Punjab Kings', '20,00,000 '], 121: ['2023', 'Mohit Rathee ', 'Indian ', 'All-Rounder ', ' Punjab Kings', '20,00,000 '], 122: ['2023', 'Sam Curran ', 'Overseas ', 'All-Rounder ', ' Punjab Kings', '18,50,00,000 '], 123: ['2023', 'Sikandar Raza ', 'Overseas ', 'All-Rounder ', ' Punjab Kings', '50,00,000 '], 124: ['2023', 'Jason Holder ', 'Overseas ', 'All-Rounder ', ' Rajasthan Royals', '5,75,00,000 '], 125: ['2023', 'Adam Zampa ', 'Overseas ', 'Bowler ', ' Rajasthan Royals', '1,50,00,000 '], 126: ['2023', 'Abdul P A ', 'Indian ', 'All-Rounder ', ' Rajasthan Royals', '20,00,000 '], 127: ['2023', 'Akash Vashisht ', 'Indian ', 'All-Rounder ', ' Rajasthan Royals', '20,00,000 '], 128: ['2023', 'Donovan Ferreira ', 'Overseas ', 'Wicket-Keeper ', ' Rajasthan Royals', '50,00,000 '], 129: ['2023', 'Kunal Rathore ', 'Indian ', 'Wicket-Keeper ', ' Rajasthan Royals', '20,00,000 '], 130: ['2023', 'Joe Root ', 'Overseas ', 'Batter ', ' Rajasthan Royals', '1,00,00,000 '], 131: ['2023', 'Murugan Ashwin ', 'Indian ', 'Bowler ', ' Rajasthan Royals', '20,00,000 '], 132: ['2023', 'K.M. Asif ', 'Indian ', 'Bowler ', ' Rajasthan Royals', '30,00,000 '], 133: ['2023', 'Sonu Yadav ', 'Indian ', 'All-Rounder ', ' Royal Challengers Bangalore', '20,00,000 '], 134: ['2023', 'Himanshu Sharma ', 'Indian ', 'Bowler ', ' Royal Challengers Bangalore', '20,00,000 '], 135: ['2023', 'Avinash Singh ', 'Indian ', 'Bowler ', ' Royal Challengers Bangalore', '60,00,000 '], 136: ['2023', 'Manoj Bhandage ', 'Indian ', 'All-Rounder ', ' Royal Challengers Bangalore', '20,00,000 '], 137: ['2023', 'Will Jacks ', 'Overseas ', 'Batter ', ' Royal Challengers Bangalore', '3,20,00,000 '], 138: ['2023', 'Reece Topley ', 'Overseas ', 'Bowler ', ' Royal Challengers Bangalore', '1,90,00,000 '], 139: ['2023', 'Rajan Kumar ', 'Indian ', 'Bowler ', ' Royal Challengers Bangalore', '70,00,000 '], 140: ['2023', 'Sanvir Singh ', 'Indian ', 'All-Rounder ', ' Sunrisers Hyderabad', '20,00,000 '], 141: ['2023', 'Harry Brook ', 'Overseas ', 'Batter ', ' Sunrisers Hyderabad', '13,25,00,000 '], 142: ['2023', 'Heinrich Klaasen ', 'Overseas ', 'Wicket-Keeper ', ' Sunrisers Hyderabad', '5,25,00,000 '], 143: ['2023', 'Akeal Hosein ', 'Overseas ', 'Bowler ', ' Sunrisers Hyderabad', '1,00,00,000 '], 144: ['2023', 'Mayank Markande ', 'Indian ', 'Bowler ', ' Sunrisers Hyderabad', '50,00,000 '], 145: ['2023', 'Adil Rashid ', 'Overseas ', 'Bowler ', ' Sunrisers Hyderabad', '2,00,00,000 '], 146: ['2023', 'Anmolpreet Singh ', 'Indian ', 'Batter ', ' Sunrisers Hyderabad', '20,00,000 '], 147: ['2023', 'Vivrant Sharma ', 'Indian ', 'All-Rounder ', ' Sunrisers Hyderabad', '2,60,00,000 '], 148: ['2023', 'Samarth Vyas ', 'Indian ', 'All-Rounder ', ' Sunrisers Hyderabad', '20,00,000 '], 149: ['2023', 'Upendra Singh Yadav ', 'Indian ', 'Wicket-Keeper ', ' Sunrisers Hyderabad', '25,00,000 '], 150: ['2023', 'Nitish Kumar Reddy ', 'Indian ', 'Wicket-Keeper ', ' Sunrisers Hyderabad', '20,00,000 '], 151: ['2023', 'Mayank Agarwal ', 'Indian ', 'Batter ', ' Sunrisers Hyderabad', '8,25,00,000 '], 152: ['2023', 'Mayank Dagar ', 'Indian ', 'All-Rounder ', ' Sunrisers Hyderabad', '1,80,00,000 '], 153: ['2022', 'Robin Uthappa ', 'Indian ', 'Batsman ', ' Chennai Super Kings', '2,00,00,000 '], 154: ['2022', 'Dwayne Bravo ', 'Overseas ', 'All-Rounder ', ' Chennai Super Kings', '4,40,00,000 '], 155: ['2022', 'Ambati Rayudu ', 'Indian ', 'Wicket Keeper ', ' Chennai Super Kings', '6,75,00,000 '], 156: ['2022', 'Deepak Chahar ', 'Indian ', 'Bowler ', ' Chennai Super Kings', '14,00,00,000 '], 157: ['2022', 'C.Hari Nishaanth ', 'Indian ', 'Batsman ', ' Chennai Super Kings', '20,00,000 '], 158: ['2022', 'N. Jagadeesan ', 'Indian ', 'Wicket Keeper ', ' Chennai Super Kings', '20,00,000 '], 159: ['2022', 'K.M. Asif ', 'Indian ', 'Bowler ', ' Chennai Super Kings', '20,00,000 '], 160: ['2022', 'Tushar Deshpande ', 'Indian ', 'Bowler ', ' Chennai Super Kings', '20,00,000 '], 161: ['2022', 'Shivam Dube ', 'Indian ', 'All-Rounder ', ' Chennai Super Kings', '4,00,00,000 '], 162: ['2022', 'Chris Jordan ', 'Overseas ', 'All-Rounder ', ' Chennai Super Kings', '3,60,00,000 '], 163: ['2022', 'Maheesh Theekshana ', 'Overseas ', 'Bowler ', ' Chennai Super Kings', '70,00,000 '], 164: ['2022', 'Rajvardhan Hangargekar ', 'Indian ', 'All-Rounder ', ' Chennai Super Kings', '1,50,00,000 '], 165: ['2022', 'Simarjeet Singh ', 'Indian ', 'Bowler ', ' Chennai Super Kings', '20,00,000 '], 166: ['2022', 'Devon Conway ', 'Overseas ', 'Batsman ', ' Chennai Super Kings', '1,00,00,000 '], 167: ['2022', 'Dwaine Pretorius ', 'Overseas ', 'All-Rounder ', ' Chennai Super Kings', '50,00,000 '], 168: ['2022', 'Mitchell Santner ', 'Overseas ', 'All-Rounder ', ' Chennai Super Kings', '1,90,00,000 '], 169: ['2022', 'Adam Milne ', 'Overseas ', 'Bowler ', ' Chennai Super Kings', '1,90,00,000 '], 170: ['2022', 'Subhranshu Senapati ', 'Indian ', 'Batsman ', ' Chennai Super Kings', '20,00,000 '], 171: ['2022', 'Mukesh Choudhary ', 'Indian ', 'Bowler ', ' Chennai Super Kings', '20,00,000 '], 172: ['2022', 'Prashant Solanki ', 'Indian ', 'Bowler ', ' Chennai Super Kings', '1,20,00,000 '], 173: ['2022', 'K.Bhagath Varma ', 'Indian ', 'All-Rounder ', ' Chennai Super Kings', '20,00,000 '], 174: ['2022', 'David Warner ', 'Overseas ', 'Batsman ', ' Delhi Capitals', '6,25,00,000 '], 175: ['2022', 'Mitchell Marsh ', 'Overseas ', 'All-Rounder ', ' Delhi Capitals', '6,50,00,000 '], 176: ['2022', 'Mustafizur Rahman ', 'Overseas ', 'Bowler ', ' Delhi Capitals', '2,00,00,000 '], 177: ['2022', 'Shardul Thakur ', 'Indian ', 'Bowler ', ' Delhi Capitals', '10,75,00,000 '], 178: ['2022', 'Kuldeep Yadav ', 'Indian ', 'Bowler ', ' Delhi Capitals', '2,00,00,000 '], 179: ['2022', 'Ashwin Hebbar ', 'Indian ', 'Batsman ', ' Delhi Capitals', '20,00,000 '], 180: ['2022', 'Sarfaraz Khan ', 'Indian ', 'All-Rounder ', ' Delhi Capitals', '20,00,000 '], 181: ['2022', 'Kamlesh Nagarkoti ', 'Indian ', 'All-Rounder ', ' Delhi Capitals', '1,10,00,000 '], 182: ['2022', 'K.S. Bharat ', 'Indian ', 'Wicket Keeper ', ' Delhi Capitals', '2,00,00,000 '], 183: ['2022', 'Mandeep Singh ', 'Indian ', 'Batsman ', ' Delhi Capitals', '1,10,00,000 '], 184: ['2022', 'Syed Khaleel Ahmed ', 'Indian ', 'Bowler ', ' Delhi Capitals', '5,25,00,000 '], 185: ['2022', 'Lungisani Ngidi ', 'Overseas ', 'Bowler ', ' Delhi Capitals', '50,00,000 '], 186: ['2022', 'Chetan Sakariya ', 'Indian ', 'Bowler ', ' Delhi Capitals', '4,20,00,000 '], 187: ['2022', 'Yash Dhull ', 'Indian ', 'All-Rounder ', ' Delhi Capitals', '50,00,000 '], 188: ['2022', 'Vicky Ostwal ', 'Indian ', 'All-Rounder ', ' Delhi Capitals', '20,00,000 '], 189: ['2022', 'Ripal Patel ', 'Indian ', 'All-Rounder ', ' Delhi Capitals', '20,00,000 '], 190: ['2022', 'Lalit Yadav ', 'Indian ', 'All-Rounder ', ' Delhi Capitals', '65,00,000 '], 191: ['2022', 'Rovman Powell ', 'Overseas ', 'Batsman ', ' Delhi Capitals', '2,80,00,000 '], 192: ['2022', 'Tim Seifert ', 'Overseas ', 'Wicket Keeper ', ' Delhi Capitals', '50,00,000 '], 193: ['2022', 'Pravin Dubey ', 'Indian ', 'All-Rounder ', ' Delhi Capitals', '50,00,000 '], 194: ['2022', 'Mohammad Shami ', 'Indian ', 'Bowler ', ' Gujarat Titans', '6,25,00,000 '], 195: ['2022', 'David Miller ', 'Overseas ', 'Batsman ', ' Gujarat Titans', '3,00,00,000 '], 196: ['2022', 'Jason Roy ', 'Overseas ', 'Batsman ', ' Gujarat Titans', '2,00,00,000 '], 197: ['2022', 'Wriddhiman Saha ', 'Indian ', 'Wicket Keeper ', ' Gujarat Titans', '1,90,00,000 '], 198: ['2022', 'Matthew Wade ', 'Overseas ', 'Wicket Keeper ', ' Gujarat Titans', '2,40,00,000 '], 199: ['2022', 'Lockie Ferguson ', 'Overseas ', 'Bowler ', ' Gujarat Titans', '10,00,00,000 '], 200: ['2022', 'Abhinav Sadarangani ', 'Indian ', 'Batsman ', ' Gujarat Titans', '2,60,00,000 '], 201: ['2022', 'Rahul Tewatia ', 'Indian ', 'All-Rounder ', ' Gujarat Titans', '9,00,00,000 '], 202: ['2022', 'Noor Ahmad ', 'Overseas ', 'Bowler ', ' Gujarat Titans', '30,00,000 '], 203: ['2022', 'R. Sai Kishore ', 'Indian ', 'Bowler ', ' Gujarat Titans', '3,00,00,000 '], 204: ['2022', 'Dominic Drakes ', 'Overseas ', 'All-Rounder ', ' Gujarat Titans', '1,10,00,000 '], 205: ['2022', 'Vijay Shankar ', 'Indian ', 'All-Rounder ', ' Gujarat Titans', '1,40,00,000 '], 206: ['2022', 'Jayant Yadav ', 'Indian ', 'All-Rounder ', ' Gujarat Titans', '1,70,00,000 '], 207: ['2022', 'Darshan Nalkande ', 'Indian ', 'All-Rounder ', ' Gujarat Titans', '20,00,000 '], 208: ['2022', 'Yash Dayal ', 'Indian ', 'Bowler ', ' Gujarat Titans', '3,20,00,000 '], 209: ['2022', 'B. Sai Sudharsan ', 'Indian ', 'All-Rounder ', ' Gujarat Titans', '20,00,000 '], 210: ['2022', 'Gurkeerat Singh ', 'Indian ', 'All-Rounder ', ' Gujarat Titans', '50,00,000 '], 211: ['2022', 'Alzarri Joseph ', 'Overseas ', 'Bowler ', ' Gujarat Titans', '2,40,00,000 '], 212: ['2022', 'Varun Aaron ', 'Indian ', 'Bowler ', ' Gujarat Titans', '50,00,000 '], 213: ['2022', 'Pradeep Sangwan ', 'Indian ', 'All-Rounder ', ' Gujarat Titans', '20,00,000 '], 214: ['2022', 'Pat Cummins ', 'Overseas ', 'All-Rounder ', ' Kolkata Knight Riders', '7,25,00,000 '], 215: ['2022', 'Shreyas Iyer ', 'Indian ', 'Batsman ', ' Kolkata Knight Riders', '12,25,00,000 '], 216: ['2022', 'Mohammad Nabi ', 'Overseas ', 'All-Rounder ', ' Kolkata Knight Riders', '1,00,00,000 '], 217: ['2022', 'Nitish Rana ', 'Indian ', 'All-Rounder ', ' Kolkata Knight Riders', '8,00,00,000 '], 218: ['2022', 'Sam Billings ', 'Overseas ', 'Wicket Keeper ', ' Kolkata Knight Riders', '2,00,00,000 '], 219: ['2022', 'Umesh Yadav ', 'Indian ', 'Bowler ', ' Kolkata Knight Riders', '2,00,00,000 '], 220: ['2022', 'Shivam Mavi ', 'Indian ', 'All-Rounder ', ' Kolkata Knight Riders', '7,25,00,000 '], 221: ['2022', 'Sheldon Jackson ', 'Indian ', 'Wicket Keeper ', ' Kolkata Knight Riders', '60,00,000 '], 222: ['2022', 'Ajinkya Rahane ', 'Indian ', 'Batsman ', ' Kolkata Knight Riders', '1,00,00,000 '], 223: ['2022', 'Rinku Singh ', 'Indian ', 'Batsman ', ' Kolkata Knight Riders', '55,00,000 '], 224: ['2022', 'Anukul Roy ', 'Indian ', 'All-Rounder ', ' Kolkata Knight Riders', '20,00,000 '], 225: ['2022', 'Alex Hales ', 'Overseas ', 'Batsman ', ' Kolkata Knight Riders', '1,50,00,000 '], 226: ['2022', 'Rasikh Dar ', 'Indian ', 'Bowler ', ' Kolkata Knight Riders', '20,00,000 '], 227: ['2022', 'Tim Southee ', 'Overseas ', 'Bowler ', ' Kolkata Knight Riders', '1,50,00,000 '], 228: ['2022', 'Baba Indrajith ', 'Indian ', 'Wicket Keeper ', ' Kolkata Knight Riders', '20,00,000 '], 229: ['2022', 'Chamika Karunaratne ', 'Overseas ', 'All-Rounder ', ' Kolkata Knight Riders', '50,00,000 '], 230: ['2022', 'Abhijeet Tomar ', 'Indian ', 'Batsman ', ' Kolkata Knight Riders', '40,00,000 '], 231: ['2022', 'Aman Khan ', 'Indian ', 'All-Rounder ', ' Kolkata Knight Riders', '20,00,000 '], 232: ['2022', 'Ramesh Kumar ', 'Indian ', 'Batsman ', ' Kolkata Knight Riders', '20,00,000 '], 233: ['2022', 'Pratham Singh ', 'Indian ', 'Batsman ', ' Kolkata Knight Riders', '20,00,000 '], 234: ['2022', 'Ashok Sharma ', 'Indian ', 'Bowler ', ' Kolkata Knight Riders', '55,00,000 '], 235: ['2022', 'Quinton De Kock ', 'Overseas ', 'Wicket Keeper ', ' Lucknow Super Giants', '6,75,00,000 '], 236: ['2022', 'Manish Pandey ', 'Indian ', 'Batsman ', ' Lucknow Super Giants', '4,60,00,000 '], 237: ['2022', 'Krunal Pandya ', 'Indian ', 'All-Rounder ', ' Lucknow Super Giants', '8,25,00,000 '], 238: ['2022', 'Mark Wood ', 'Overseas ', 'Bowler ', ' Lucknow Super Giants', '7,50,00,000 '], 239: ['2022', 'Avesh Khan ', 'Indian ', 'Bowler ', ' Lucknow Super Giants', '10,00,00,000 '], 240: ['2022', 'Ankit Singh Rajpoot ', 'Indian ', 'Bowler ', ' Lucknow Super Giants', '50,00,000 '], 241: ['2022', 'K. Gowtham ', 'Indian ', 'All-Rounder ', ' Lucknow Super Giants', '90,00,000 '], 242: ['2022', 'Dushmanta Chameera ', 'Overseas ', 'Bowler ', ' Lucknow Super Giants', '2,00,00,000 '], 243: ['2022', 'Shahbaz Nadeem ', 'Indian ', 'Bowler ', ' Lucknow Super Giants', '50,00,000 '], 244: ['2022', 'Manan Vohra ', 'Indian ', 'Batsman ', ' Lucknow Super Giants', '20,00,000 '], 245: ['2022', 'Evin Lewis ', 'Overseas ', 'Batsman ', ' Lucknow Super Giants', '2,00,00,000 '], 246: ['2022', 'Mohsin Khan ', 'Indian ', 'Bowler ', ' Lucknow Super Giants', '20,00,000 '], 247: ['2022', 'Mayank Yadav ', 'Indian ', 'Bowler ', ' Lucknow Super Giants', '20,00,000 '], 248: ['2022', 'Ayush Badoni ', 'Indian ', 'All-Rounder ', ' Lucknow Super Giants', '20,00,000 '], 249: ['2022', 'Kyle Mayers ', 'Overseas ', 'All-Rounder ', ' Lucknow Super Giants', '50,00,000 '], 250: ['2022', 'Karan Sharma ', 'Indian ', 'All-Rounder ', ' Lucknow Super Giants', '20,00,000 '], 251: ['2022', 'Jason Holder ', 'Overseas ', 'All-Rounder ', ' Lucknow Super Giants', '8,75,00,000 '], 252: ['2022', 'Deepak Hooda ', 'Indian ', 'All-Rounder ', ' Lucknow Super Giants', '5,75,00,000 '], 253: ['2022', 'Ishan Kishan ', 'Indian ', 'Wicket Keeper ', ' Mumbai Indians', '15,25,00,000 '], 254: ['2022', 'Dewald Brevis ', 'Overseas ', 'Batsman ', ' Mumbai Indians', '3,00,00,000 '], 255: ['2022', 'Anmolpreet Singh ', 'Indian ', 'Batsman ', ' Mumbai Indians', '20,00,000 '], 256: ['2022', 'Basil Thampi ', 'Indian ', 'Bowler ', ' Mumbai Indians', '30,00,000 '], 257: ['2022', 'Murugan Ashwin ', 'Indian ', 'Bowler ', ' Mumbai Indians', '1,60,00,000 '], 258: ['2022', 'Jaydev Unadkat ', 'Indian ', 'Bowler ', ' Mumbai Indians', '1,30,00,000 '], 259: ['2022', 'Mayank Markande ', 'Indian ', 'Bowler ', ' Mumbai Indians', '65,00,000 '], 260: ['2022', 'N. Tilak Varma ', 'Indian ', 'All-Rounder ', ' Mumbai Indians', '1,70,00,000 '], 261: ['2022', 'Sanjay Yadav ', 'Indian ', 'All-Rounder ', ' Mumbai Indians', '50,00,000 '], 262: ['2022', 'Jofra Archer ', 'Overseas ', 'All-Rounder ', ' Mumbai Indians', '8,00,00,000 '], 263: ['2022', 'Daniel Sams ', 'Overseas ', 'All-Rounder ', ' Mumbai Indians', '2,60,00,000 '], 264: ['2022', 'Tymal Mills ', 'Overseas ', 'Bowler ', ' Mumbai Indians', '1,50,00,000 '], 265: ['2022', 'Tim David ', 'Overseas ', 'All-Rounder ', ' Mumbai Indians', '8,25,00,000 '], 266: ['2022', 'Ramandeep Singh ', 'Indian ', 'All-Rounder ', ' Mumbai Indians', '20,00,000 '], 267: ['2022', 'Aryan Juyal ', 'Indian ', 'Wicket Keeper ', ' Mumbai Indians', '20,00,000 '], 268: ['2022', 'Fabian Allen ', 'Overseas ', 'All-Rounder ', ' Mumbai Indians', '75,00,000 '], 269: ['2022', 'Riley Meredith ', 'Overseas ', 'Bowler ', ' Mumbai Indians', '1,00,00,000 '], 270: ['2022', 'Rahul Buddhi ', 'Indian ', 'Batsman ', ' Mumbai Indians', '20,00,000 '], 271: ['2022', 'Hrithik Shokeen ', 'Indian ', 'All-Rounder ', ' Mumbai Indians', '20,00,000 '], 272: ['2022', 'Mohd. Arshad Khan ', 'Indian ', 'All-Rounder ', ' Mumbai Indians', '20,00,000 '], 273: ['2022', 'Arjun Tendulkar ', 'Indian ', 'All-Rounder ', ' Mumbai Indians', '30,00,000 '], 274: ['2022', 'Shikhar Dhawan ', 'Indian ', 'Batsman ', ' Punjab Kings', '8,25,00,000 '], 275: ['2022', 'Kagiso Rabada ', 'Overseas ', 'Bowler ', ' Punjab Kings', '9,25,00,000 '], 276: ['2022', 'Jonny Bairstow ', 'Overseas ', 'Wicket Keeper ', ' Punjab Kings', '6,75,00,000 '], 277: ['2022', 'Rahul Chahar ', 'Indian ', 'Bowler ', ' Punjab Kings', '5,25,00,000 '], 278: ['2022', 'Harpreet Brar ', 'Indian ', 'All-Rounder ', ' Punjab Kings', '3,80,00,000 '], 279: ['2022', 'Shahrukh Khan ', 'Indian ', 'All-Rounder ', ' Punjab Kings', '9,00,00,000 '], 280: ['2022', 'Jitesh Sharma ', 'Indian ', 'Wicket Keeper ', ' Punjab Kings', '20,00,000 '], 281: ['2022', 'Prabhsimran Singh ', 'Indian ', 'Wicket Keeper ', ' Punjab Kings', '60,00,000 '], 282: ['2022', 'Ishan Porel ', 'Indian ', 'Bowler ', ' Punjab Kings', '25,00,000 '], 283: ['2022', 'Liam Livingstone ', 'Overseas ', 'All-Rounder ', ' Punjab Kings', '11,50,00,000 '], 284: ['2022', 'Odean Smith ', 'Overseas ', 'All-Rounder ', ' Punjab Kings', '6,00,00,000 '], 285: ['2022', 'Sandeep Sharma ', 'Indian ', 'Bowler ', ' Punjab Kings', '50,00,000 '], 286: ['2022', 'Raj Angad Bawa ', 'Indian ', 'All-Rounder ', ' Punjab Kings', '2,00,00,000 '], 287: ['2022', 'Rishi Dhawan ', 'Indian ', 'All-Rounder ', ' Punjab Kings', '55,00,000 '], 288: ['2022', 'Nathan Ellis ', 'Overseas ', 'Bowler ', ' Punjab Kings', '75,00,000 '], 289: ['2022', 'Prerak Mankad ', 'Indian ', 'All-Rounder ', ' Punjab Kings', '20,00,000 '], 290: ['2022', 'Atharva Taide ', 'Indian ', 'All-Rounder ', ' Punjab Kings', '20,00,000 '], 291: ['2022', 'Vaibhav Arora ', 'Indian ', 'Bowler ', ' Punjab Kings', '2,00,00,000 '], 292: ['2022', 'Bhanuka Rajapaksa ', 'Overseas ', 'Batsman ', ' Punjab Kings', '50,00,000 '], 293: ['2022', 'Benny Howell ', 'Overseas ', 'All-Rounder ', ' Punjab Kings', '40,00,000 '], 294: ['2022', 'Writtick Chatterjee ', 'Indian ', 'All-Rounder ', ' Punjab Kings', '20,00,000 '], 295: ['2022', 'Baltej Dhanda ', 'Indian ', 'Bowler ', ' Punjab Kings', '20,00,000 '], 296: ['2022', 'Ansh Patel ', 'Indian ', 'All-Rounder ', ' Punjab Kings', '20,00,000 '], 297: ['2022', 'R. Ashwin ', 'Indian ', 'All-Rounder ', ' Rajasthan Royals', '5,00,00,000 '], 298: ['2022', 'Trent Boult ', 'Overseas ', 'Bowler ', ' Rajasthan Royals', '8,00,00,000 '], 299: ['2022', 'Shimron Hetmyer ', 'Overseas ', 'Batsman ', ' Rajasthan Royals', '8,50,00,000 '], 300: ['2022', 'Devdutt Padikkal ', 'Indian ', 'Batsman ', ' Rajasthan Royals', '7,75,00,000 '], 301: ['2022', 'Prasidh Krishna ', 'Indian ', 'Bowler ', ' Rajasthan Royals', '10,00,00,000 '], 302: ['2022', 'Yuzvendra Chahal ', 'Indian ', 'Bowler ', ' Rajasthan Royals', '6,50,00,000 '], 303: ['2022', 'Riyan Parag ', 'Indian ', 'All-Rounder ', ' Rajasthan Royals', '3,80,00,000 '], 304: ['2022', 'K.C Cariappa ', 'Indian ', 'Bowler ', ' Rajasthan Royals', '30,00,000 '], 305: ['2022', 'James Neesham ', 'Overseas ', 'All-Rounder ', ' Rajasthan Royals', '1,50,00,000 '], 306: ['2022', 'Nathan Coulter-Nile ', 'Overseas ', 'Bowler ', ' Rajasthan Royals', '2,00,00,000 '], 307: ['2022', 'Navdeep Saini ', 'Indian ', 'Bowler ', ' Rajasthan Royals', '2,60,00,000 '], 308: ['2022', 'Kuldeep Sen ', 'Indian ', 'Bowler ', ' Rajasthan Royals', '20,00,000 '], 309: ['2022', 'Karun Nair ', 'Indian ', 'Batsman ', ' Rajasthan Royals', '1,40,00,000 '], 310: ['2022', 'Rassie Van Der Dussen ', 'Overseas ', 'Batsman ', ' Rajasthan Royals', '1,00,00,000 '], 311: ['2022', 'Daryl Mitchell ', 'Overseas ', 'All-Rounder ', ' Rajasthan Royals', '75,00,000 '], 312: ['2022', 'Obed Mccoy ', 'Overseas ', 'Bowler ', ' Rajasthan Royals', '75,00,000 '], 313: ['2022', 'Dhruv Jurel ', 'Indian ', 'Wicket Keeper ', ' Rajasthan Royals', '20,00,000 '], 314: ['2022', 'Tejas Baroka ', 'Indian ', 'Bowler ', ' Rajasthan Royals', '20,00,000 '], 315: ['2022', 'Kuldip Yadav ', 'Indian ', 'Bowler ', ' Rajasthan Royals', '20,00,000 '], 316: ['2022', 'Shubham Garhwal ', 'Indian ', 'All-Rounder ', ' Rajasthan Royals', '20,00,000 '], 317: ['2022', 'Anunay Singh ', 'Indian ', 'All-Rounder ', ' Rajasthan Royals', '20,00,000 '], 318: ['2022', 'Faf Du Plessis ', 'Overseas ', 'Batsman ', ' Royal Challengers Bangalore', '7,00,00,000 '], 319: ['2022', 'Wanindu Hasaranga ', 'Overseas ', 'All-Rounder ', ' Royal Challengers Bangalore', '10,75,00,000 '], 320: ['2022', 'Harshal Patel ', 'Indian ', 'All-Rounder ', ' Royal Challengers Bangalore', '10,75,00,000 '], 321: ['2022', 'Dinesh Karthik ', 'Indian ', 'Wicket Keeper ', ' Royal Challengers Bangalore', '5,50,00,000 '], 322: ['2022', 'Josh Hazlewood ', 'Overseas ', 'Bowler ', ' Royal Challengers Bangalore', '7,75,00,000 '], 323: ['2022', 'Shahbaz Ahamad ', 'Indian ', 'All-Rounder ', ' Royal Challengers Bangalore', '2,40,00,000 '], 324: ['2022', 'Anuj Rawat ', 'Indian ', 'Wicket Keeper ', ' Royal Challengers Bangalore', '3,40,00,000 '], 325: ['2022', 'Akash Deep ', 'Indian ', 'Bowler ', ' Royal Challengers Bangalore', '20,00,000 '], 326: ['2022', 'Karn Sharma ', 'Indian ', 'Bowler ', ' Royal Challengers Bangalore', '50,00,000 '], 327: ['2022', 'Mahipal Lomror ', 'Indian ', 'All-Rounder ', ' Royal Challengers Bangalore', '95,00,000 '], 328: ['2022', 'Finn Allen ', 'Overseas ', 'Batsman ', ' Royal Challengers Bangalore', '80,00,000 '], 329: ['2022', 'Sherfane Rutherford ', 'Overseas ', 'All-Rounder ', ' Royal Challengers Bangalore', '1,00,00,000 '], 330: ['2022', 'Jason Behrendorff ', 'Overseas ', 'Bowler ', ' Royal Challengers Bangalore', '75,00,000 '], 331: ['2022', 'Siddharth Kaul ', 'Indian ', 'Bowler ', ' Royal Challengers Bangalore', '75,00,000 '], 332: ['2022', 'Suyash Prabhudessai ', 'Indian ', 'All-Rounder ', ' Royal Challengers Bangalore', '30,00,000 '], 333: ['2022', 'Luvnith Sisodia ', 'Indian ', 'Wicket Keeper ', ' Royal Challengers Bangalore', '20,00,000 '], 334: ['2022', 'Chama Milind ', 'Indian ', 'Bowler ', ' Royal Challengers Bangalore', '25,00,000 '], 335: ['2022', 'Aneeshwar Gautam ', 'Indian ', 'All-Rounder ', ' Royal Challengers Bangalore', '20,00,000 '], 336: ['2022', 'David Willey ', 'Overseas ', 'All-Rounder ', ' Royal Challengers Bangalore', '2,00,00,000 '], 337: ['2022', 'Washington Sundar ', 'Indian ', 'All-Rounder ', ' Sunrisers Hyderabad', '8,75,00,000 '], 338: ['2022', 'Nicholas Pooran ', 'Overseas ', 'Wicket Keeper ', ' Sunrisers Hyderabad', '10,75,00,000 '], 339: ['2022', 'Bhuvneshwar Kumar ', 'Indian ', 'Bowler ', ' Sunrisers Hyderabad', '4,20,00,000 '], 340: ['2022', 'T. Natarajan ', 'Indian ', 'Bowler ', ' Sunrisers Hyderabad', '4,00,00,000 '], 341: ['2022', 'Priyam Garg ', 'Indian ', 'Batsman ', ' Sunrisers Hyderabad', '20,00,000 '], 342: ['2022', 'Rahul Tripathi ', 'Indian ', 'Batsman ', ' Sunrisers Hyderabad', '8,50,00,000 '], 343: ['2022', 'Abhishek Sharma ', 'Indian ', 'All-Rounder ', ' Sunrisers Hyderabad', '6,50,00,000 '], 344: ['2022', 'Vishnu Vinod ', 'Indian ', 'Wicket Keeper ', ' Sunrisers Hyderabad', '50,00,000 '], 345: ['2022', 'Kartik Tyagi ', 'Indian ', 'Bowler ', ' Sunrisers Hyderabad', '4,00,00,000 '], 346: ['2022', 'Shreyas Gopal ', 'Indian ', 'Bowler ', ' Sunrisers Hyderabad', '75,00,000 '], 347: ['2022', 'Jagadeesha Suchith ', 'Indian ', 'Bowler ', ' Sunrisers Hyderabad', '20,00,000 '], 348: ['2022', 'Aiden Markram ', 'Overseas ', 'Batsman ', ' Sunrisers Hyderabad', '2,60,00,000 '], 349: ['2022', 'Marco Jansen ', 'Overseas ', 'All-Rounder ', ' Sunrisers Hyderabad', '4,20,00,000 '], 350: ['2022', 'Romario Shepherd ', 'Overseas ', 'All-Rounder ', ' Sunrisers Hyderabad', '7,75,00,000 '], 351: ['2022', 'Glenn Phillips ', 'Overseas ', 'Wicket Keeper ', ' Sunrisers Hyderabad', '1,50,00,000 '], 352: ['2022', 'Fazalhaq Farooqi ', 'Overseas ', 'Bowler ', ' Sunrisers Hyderabad', '50,00,000 '], 353: ['2022', 'Sean Abbott ', 'Overseas ', 'Bowler ', ' Sunrisers Hyderabad', '2,40,00,000 '], 354: ['2022', 'R Samarth ', 'Indian ', 'Batsman ', ' Sunrisers Hyderabad', '20,00,000 '], 355: ['2022', 'Shashank Singh ', 'Indian ', 'All-Rounder ', ' Sunrisers Hyderabad', '20,00,000 '], 356: ['2022', 'Saurabh Dubey ', 'Indian ', 'Bowler ', ' Sunrisers Hyderabad', '20,00,000 '], 357: ['2021', 'Tom Curran ', 'All-Rounder ', '5,25,00,000', ' Delhi Capitals', ''], 358: ['2021', 'Steven Smith ', 'Batsman ', '2,20,00,000', ' Delhi Capitals', ''], 359: ['2021', 'Sam Billings ', 'Wicket Keeper ', '2,00,00,000', ' Delhi Capitals', ''], 360: ['2021', 'Umesh Yadav ', 'Bowler ', '1,00,00,000', ' Delhi Capitals', ''], 361: ['2021', 'Ripal Patel ', 'All-Rounder ', '20,00,000', ' Delhi Capitals', ''], 362: ['2021', 'Vishnu Vinod ', 'Wicket Keeper ', '20,00,000', ' Delhi Capitals', ''], 363: ['2021', 'Lukman Hussain Meriwala ', 'Bowler ', '20,00,000', ' Delhi Capitals', ''], 364: ['2021', 'M Siddharth ', 'Bowler ', '20,00,000', ' Delhi Capitals', ''], 365: ['2021', 'Shakib Al Hasan ', 'All-Rounder ', '3,20,00,000', ' Kolkata Knight Riders', ''], 366: ['2021', 'Harbhajan Singh ', 'Bowler ', '2,00,00,000', ' Kolkata Knight Riders', ''], 367: ['2021', 'Ben Cutting ', 'All-Rounder ', '75,00,000', ' Kolkata Knight Riders', ''], 368: ['2021', 'Karun Nair ', 'Batsman ', '50,00,000', ' Kolkata Knight Riders', ''], 369: ['2021', 'Pawan Negi ', 'All-Rounder ', '50,00,000', ' Kolkata Knight Riders', ''], 370: ['2021', 'Venkatesh Iyer ', 'All-Rounder ', '20,00,000', ' Kolkata Knight Riders', ''], 371: ['2021', 'Sheldon Jackson ', 'Wicket Keeper ', '20,00,000', ' Kolkata Knight Riders', ''], 372: ['2021', 'Vaibhav Arora ', 'Bowler ', '20,00,000', ' Kolkata Knight Riders', ''], 373: ['2021', 'Nathan Coulter-Nile ', 'Bowler ', '5,00,00,000', ' Mumbai Indians', ''], 374: ['2021', 'Adam Milne ', 'Bowler ', '3,20,00,000', ' Mumbai Indians', ''], 375: ['2021', 'Piyush Chawla ', 'Bowler ', '2,40,00,000', ' Mumbai Indians', ''], 376: ['2021', 'James Neesham ', 'All-Rounder ', '50,00,000', ' Mumbai Indians', ''], 377: ['2021', 'Yudhvir Charak ', 'All-Rounder ', '20,00,000', ' Mumbai Indians', ''], 378: ['2021', 'Marco Jansen ', 'All-Rounder ', '20,00,000', ' Mumbai Indians', ''], 379: ['2021', 'Arjun Tendulkar ', 'All-Rounder ', ' 20,00,000', ' Mumbai Indians', ''], 380: ['2021', 'Jhye Richardson ', 'Bowler ', '14,00,00,000', ' Punjab Kings', ''], 381: ['2021', 'Riley Meredith ', 'Bowler ', '8,00,00,000', ' Punjab Kings', ''], 382: ['2021', 'Shahrukh Khan ', 'All-Rounder ', '5,25,00,000', ' Punjab Kings', ''], 383: ['2021', 'Moises Henriques ', 'All-Rounder ', '4,20,00,000', ' Punjab Kings', ''], 384: ['2021', 'Dawid Malan ', 'All-Rounder ', '1,50,00,000', ' Punjab Kings', ''], 385: ['2021', 'Fabian Allen ', ' All-Rounder ', '75,00,000', ' Punjab Kings', ''], 386: ['2021', 'Jalaj Saxena ', 'All-Rounder ', '30,00,000', ' Punjab Kings', ''], 387: ['2021', 'Saurabh Kumar ', 'All-Rounder ', '20,00,000', ' Punjab Kings', ''], 388: ['2021', 'Utkarsh Singh ', 'All-Rounder ', '20,00,000', ' Punjab Kings', ''], 389: ['2021', 'Christopher Morris ', 'All-Rounder ', '16,25,00,000', ' Rajasthan Royals', ''], 390: ['2021', 'Shivam Dube ', 'All-Rounder ', '4,40,00,000', ' Rajasthan Royals', ''], 391: ['2021', 'Chetan Sakariya ', 'Bowler ', '1,20,00,000', ' Rajasthan Royals', ''], 392: ['2021', 'Mustafizur Rahman ', 'Bowler ', '1,00,00,000', ' Rajasthan Royals', ''], 393: ['2021', 'Liam Livingstone ', 'All-Rounder ', '75,00,000', ' Rajasthan Royals', ''], 394: ['2021', 'K.C Cariappa ', 'Bowler ', '20,00,000', ' Rajasthan Royals', ''], 395: ['2021', 'Akash Singh ', 'Bowler', '20,00,000', ' Rajasthan Royals', ''], 396: ['2021', 'Kuldip Yadav ', ' Bowler ', ' 20,00,000', ' Rajasthan Royals', ''], 397: ['2021', 'Kyle Jamieson ', 'All-Rounder ', '15,00,00,000', ' Royal Challengers Bangalore', ''], 398: ['2021', 'Glenn Maxwell ', 'All-Rounder ', '14,25,00,000', ' Royal Challengers Bangalore', ''], 399: ['2021', 'Dan Christian ', 'All-Rounder ', '4,80,00,000', ' Royal Challengers Bangalore', ''], 400: ['2021', 'Sachin Baby ', 'Batsman ', '20,00,000', ' Royal Challengers Bangalore', ''], 401: ['2021', 'Rajat Patidar ', 'Batsman ', '20,00,000', ' Royal Challengers Bangalore', ''], 402: ['2021', 'Mohammed Azharudeen ', 'Wicket Keeper ', '20,00,000', ' Royal Challengers Bangalore', ''], 403: ['2021', 'Suyash Prabhudesai ', 'All-Rounder ', '20,00,000', ' Royal Challengers Bangalore', ''], 404: ['2021', 'Kona Srikar Bharat ', ' Wicket Keeper', ' 20,00,000', ' Royal Challengers Bangalore', ''], 405: ['2021', 'Kedar Jadhav ', 'All-Rounder ', '2,00,00,000', ' Sunrisers Hyderabad', ''], 406: ['2021', 'Mujeeb Zadran ', 'Bowler ', '1,50,00,000', ' Sunrisers Hyderabad', ''], 407: ['2021', 'J Suchith ', 'Bowler ', '30,00,000', ' Sunrisers Hyderabad', ''], 408: ['2020', 'Shimron Hetmyer', 'Batsman', '7,75,00,000', ' Delhi Capitals', ''], 409: ['2020', 'Marcus Stoinis', 'All-Rounder', '4,80,00,000', ' Delhi Capitals', ''], 410: ['2020', 'Alex Carey', 'Wicket Keeper', '2,40,00,000', ' Delhi Capitals', ''], 411: ['2020', 'Jason Roy', 'Batsman', '1,50,00,000', ' Delhi Capitals', ''], 412: ['2020', 'Chris Woakes', 'All-Rounder', '1,50,00,000', ' Delhi Capitals', ''], 413: ['2020', 'Mohit Sharma', 'Bowler', '50,00,000', ' Delhi Capitals', ''], 414: ['2020', 'Tushar Deshpande', 'Bowler', '20,00,000', ' Delhi Capitals', ''], 415: ['2020', 'Lalit Yadav', 'All-Rounder', '20,00,000', ' Delhi Capitals', ''], 416: ['2020', 'Glenn Maxwell', 'All-Rounder', '10,75,00,000', ' Kings XI Punjab', ''], 417: ['2020', 'Sheldon Cottrell', 'Bowler', '8,50,00,000', ' Kings XI Punjab', ''], 418: ['2020', 'Chris Jordan', 'All-Rounder', '3,00,00,000', ' Kings XI Punjab', ''], 419: ['2020', 'Ravi Bishnoi', 'Bowler', '2,00,00,000', ' Kings XI Punjab', ''], 420: ['2020', 'Prabhsimran Singh', 'Wicket Keeper', '55,00,000', ' Kings XI Punjab', ''], 421: ['2020', 'Deepak Hooda', 'All-Rounder', '50,00,000', ' Kings XI Punjab', ''], 422: ['2020', 'James Neesham', 'All-Rounder', '50,00,000', ' Kings XI Punjab', ''], 423: ['2020', 'Tajinder Dhillon', 'All-Rounder', '20,00,000', ' Kings XI Punjab', ''], 424: ['2020', 'Ishan Porel', 'Bowler', '20,00,000', ' Kings XI Punjab', ''], 425: ['2020', 'Pat Cummins', 'All-Rounder', '15,50,00,000', ' Kolkata Knight Riders', ''], 426: ['2020', 'Eoin Morgan', 'Batsman', '5,25,00,000', ' Kolkata Knight Riders', ''], 427: ['2020', 'Varun Chakaravarthy', 'All-Rounder', '4,00,00,000', ' Kolkata Knight Riders', ''], 428: ['2020', 'Tom Banton', 'Batsman', '1,00,00,000', ' Kolkata Knight Riders', ''], 429: ['2020', 'Rahul Tripathi', 'Batsman', '60,00,000', ' Kolkata Knight Riders', ''], 430: ['2020', 'Chris Green', 'All-Rounder', '20,00,000', ' Kolkata Knight Riders', ''], 431: ['2020', 'Nikhil Shankar Naik', 'Wicket Keeper', '20,00,000', ' Kolkata Knight Riders', ''], 432: ['2020', 'Pravin Tambe', 'Bowler', '20,00,000', ' Kolkata Knight Riders', ''], 433: ['2020', 'M Siddharth', 'Bowler', '20,00,000', ' Kolkata Knight Riders', ''], 434: ['2020', 'Nathan Coulter-Nile', 'Bowler', '8,00,00,000', ' Mumbai Indians', ''], 435: ['2020', 'Chris Lynn', 'Batsman', '2,00,00,000', ' Mumbai Indians', ''], 436: ['2020', 'Saurabh Tiwary', 'Batsman', '50,00,000', ' Mumbai Indians', ''], 437: ['2020', 'Digvijay Deshmukh', 'All-Rounder', '20,00,000', ' Mumbai Indians', ''], 438: ['2020', 'Prince Balwant Rai Singh', 'All-Rounder', '20,00,000', ' Mumbai Indians', ''], 439: ['2020', 'Mohsin Khan', 'Bowler', '20,00,000', ' Mumbai Indians', ''], 440: ['2020', 'Robin Uthappa', 'Batsman', '3,00,00,000', ' Rajasthan Royals', ''], 441: ['2020', 'Jaydev Unadkat', 'Bowler', '3,00,00,000', ' Rajasthan Royals', ''], 442: ['2020', 'Yashasvi Jaiswal', 'All-Rounder', '2,40,00,000', ' Rajasthan Royals', ''], 443: ['2020', 'Kartik Tyagi', 'Bowler', '1,30,00,000', ' Rajasthan Royals', ''], 444: ['2020', 'Tom Curran', 'All-Rounder', '1,00,00,000', ' Rajasthan Royals', ''], 445: ['2020', 'Andrew Tye', 'Bowler', '1,00,00,000', ' Rajasthan Royals', ''], 446: ['2020', 'Anuj Rawat', 'Wicket Keeper', '80,00,000', ' Rajasthan Royals', ''], 447: ['2020', 'David Miller', 'Batsman', '75,00,000', ' Rajasthan Royals', ''], 448: ['2020', 'Oshane Thomas ', 'Bowler', '50,00,000', ' Rajasthan Royals', ''], 449: ['2020', 'Anirudha Ashok Joshi', 'All-Rounder', '20,00,000', ' Rajasthan Royals', ''], 450: ['2020', 'Akash Singh', 'Bowler', '20,00,000', ' Rajasthan Royals', ''], 451: ['2020', 'Christopher Morris', 'All-Rounder', '10,00,00,000', ' Royal Challengers Bangalore', ''], 452: ['2020', 'Aaron Finch', 'Batsman', '4,40,00,000', ' Royal Challengers Bangalore', ''], 453: ['2020', 'Kane Richardson', 'Bowler', '4,00,00,000', ' Royal Challengers Bangalore', ''], 454: ['2020', 'Dale Steyn', 'Bowler', '2,00,00,000', ' Royal Challengers Bangalore', ''], 455: ['2020', 'Isuru Udana', 'All-Rounder', '50,00,000', ' Royal Challengers Bangalore', ''], 456: ['2020', 'Shahbaz Ahamad', 'Wicket Keeper', '20,00,000', ' Royal Challengers Bangalore', ''], 457: ['2020', 'Joshua Philippe', 'Wicket Keeper', '20,00,000', ' Royal Challengers Bangalore', ''], 458: ['2020', 'Pavan Deshpande', 'All-Rounder', '20,00,000', ' Royal Challengers Bangalore', ''], 459: ['2020', 'Mitchell Marsh', 'All-Rounder', '2,00,00,000', ' Sunrisers Hyderabad', ''], 460: ['2020', 'Priyam Garg', 'Batsman', '1,90,00,000', ' Sunrisers Hyderabad', ''], 461: ['2020', 'Virat Singh', 'Batsman', '1,90,00,000', ' Sunrisers Hyderabad', ''], 462: ['2020', 'Fabian Allen', 'All-Rounder', '50,00,000', ' Sunrisers Hyderabad', ''], 463: ['2020', 'Sandeep Bavanaka', 'All-Rounder', '20,00,000', ' Sunrisers Hyderabad', ''], 464: ['2020', 'Sanjay Yadav', 'All-Rounder', '20,00,000', ' Sunrisers Hyderabad', ''], 465: ['2020', 'Abdul Samad', 'All-Rounder', '20,00,000', ' Sunrisers Hyderabad', ''], 466: ['2019', 'Colin Ingram', 'Batsman', '6,40,00,000', ' Delhi Capitals', ''], 467: ['2019', 'Axar Rajesh Patel', 'All-Rounder', '5,00,00,000', ' Delhi Capitals', ''], 468: ['2019', 'Hanuma Vihari', 'Batsman', '2,00,00,000', ' Delhi Capitals', ''], 469: ['2019', 'Sherfane Rutherford', 'All-Rounder', '2,00,00,000', ' Delhi Capitals', ''], 470: ['2019', 'Ishant Sharma', 'Bowler', '1,10,00,000', ' Delhi Capitals', ''], 471: ['2019', 'Keemo Paul', 'All-Rounder', '50,00,000', ' Delhi Capitals', ''], 472: ['2019', 'Jalaj Saxena', 'All-Rounder', '20,00,000', ' Delhi Capitals', ''], 473: ['2019', 'Ankush Bains', 'Wicket Keeper', '20,00,000', ' Delhi Capitals', ''], 474: ['2019', 'Nathu Singh', 'Bowler', '20,00,000', ' Delhi Capitals', ''], 475: ['2019', 'Bandaru Ayyappa', 'Bowler', '20,00,000', ' Delhi Capitals', ''], 476: ['2019', 'Varun Chakaravarthy', 'All-Rounder', '8,40,00,000', 'Kings XI Punjab', ''], 477: ['2019', 'Sam Curran', 'All-Rounder', '7,20,00,000', 'Kings XI Punjab', ''], 478: ['2019', 'Mohammad Shami', 'Bowler', '4,80,00,000', 'Kings XI Punjab', ''], 479: ['2019', 'Prabhsimran Singh', 'Wicket Keeper', '4,80,00,000', 'Kings XI Punjab', ''], 480: ['2019', 'Nicolas Pooran', 'Wicket Keeper', '4,20,00,000', 'Kings XI Punjab', ''], 481: ['2019', 'Moises Henriques', 'All-Rounder', '1,00,00,000', 'Kings XI Punjab', ''], 482: ['2019', 'Hardus Viljoen', 'Bowler', '75,00,000', 'Kings XI Punjab', ''], 483: ['2019', 'Darshan Nalkande', 'All-Rounder', '30,00,000', 'Kings XI Punjab', ''], 484: ['2019', 'Sarfaraz Naushad Khan', 'All-Rounder', '25,00,000', 'Kings XI Punjab', ''], 485: ['2019', 'Arshdeep Singh ', 'Bowler', '20,00,000', 'Kings XI Punjab', ''], 486: ['2019', 'Agnivesh Ayachi', 'All-Rounder', '20,00,000', 'Kings XI Punjab', ''], 487: ['2019', 'Harpreet Brar', 'All-Rounder', '20,00,000', 'Kings XI Punjab', ''], 488: ['2019', 'M. Ashwin', 'Bowler', '20,00,000', 'Kings XI Punjab', ''], 489: ['2019', 'Carlos Brathwaite', 'All-Rounder', '5,00,00,000', ' Kolkata Knight Riders', ''], 490: ['2019', 'Lockie Ferguson ', 'Bowler', '1,60,00,000', ' Kolkata Knight Riders', ''], 491: ['2019', 'Joe Denly ', 'Batsman', '1,00,00,000', ' Kolkata Knight Riders', ''], 492: ['2019', 'Harry Gurney', 'Bowler', '75,00,000', ' Kolkata Knight Riders', ''], 493: ['2019', 'Nikhil Shankar Naik', 'Wicket Keeper', '20,00,000', ' Kolkata Knight Riders', ''], 494: ['2019', 'Shrikant Mundhe', 'All-Rounder', '20,00,000', ' Kolkata Knight Riders', ''], 495: ['2019', 'Prithvi Raj Yarra', 'Bowler', '20,00,000', ' Kolkata Knight Riders', ''], 496: ['2019', 'Anrich Nortje', 'Bowler', '20,00,000', ' Kolkata Knight Riders', ''], 497: ['2019', 'Barinder Singh Sran', 'Bowler', '3,40,00,000', ' Mumbai Indians', ''], 498: ['2019', 'Lasith Malinga', 'Bowler', '2,00,00,000', ' Mumbai Indians', ''], 499: ['2019', 'Yuvraj Singh', 'All-Rounder', '1,00,00,000', ' Mumbai Indians', ''], 500: ['2019', 'Anmolpreet Singh', 'Batsman', '80,00,000', ' Mumbai Indians', ''], 501: ['2019', 'Pankaj Jaswal', 'All-Rounder', '20,00,000', ' Mumbai Indians', ''], 502: ['2019', 'Rasikh Dar', 'Bowler', '20,00,000', ' Mumbai Indians', ''], 503: ['2019', 'Jaydev Unadkat', 'Bowler', '8,40,00,000', ' Rajasthan Royals', ''], 504: ['2019', 'Varun Aaron', 'Bowler', '2,40,00,000', ' Rajasthan Royals', ''], 505: ['2019', 'Oshane Thomas ', 'Bowler', '1,10,00,000', ' Rajasthan Royals', ''], 506: ['2019', 'Ashton Turner', 'All-Rounder', '50,00,000', ' Rajasthan Royals', ''], 507: ['2019', 'Liam Livingstone', 'All-Rounder', '50,00,000', ' Rajasthan Royals', ''], 508: ['2019', 'Shashank Singh', 'All-Rounder', '30,00,000', ' Rajasthan Royals', ''], 509: ['2019', 'Riyan Parag', 'All-Rounder', '20,00,000', ' Rajasthan Royals', ''], 510: ['2019', 'Manan Vohra', 'Batsman', '20,00,000', ' Rajasthan Royals', ''], 511: ['2019', 'Shubham Ranjane', 'All-Rounder', '20,00,000', ' Rajasthan Royals', ''], 512: ['2019', 'Shivam Dube', 'All-Rounder', '5,00,00,000', ' Royal Challengers Bangalore', ''], 513: ['2019', 'Shimron Hetmyer', 'Batsman', '4,20,00,000', ' Royal Challengers Bangalore', ''], 514: ['2019', 'Akshdeep Nath', 'All-Rounder', '3,60,00,000', ' Royal Challengers Bangalore', ''], 515: ['2019', 'Prayas Ray Barman', 'All-Rounder', '1,50,00,000', ' Royal Challengers Bangalore', ''], 516: ['2019', 'Himmat Singh', 'Batsman', '65,00,000', ' Royal Challengers Bangalore', ''], 517: ['2019', 'Gurkeerat Singh Mann', 'All-Rounder', '50,00,000', ' Royal Challengers Bangalore', ''], 518: ['2019', 'Heinrich Klaasen', 'Wicket Keeper', '50,00,000', ' Royal Challengers Bangalore', ''], 519: ['2019', 'Devdutt Padikkal', 'Batsman', '20,00,000', ' Royal Challengers Bangalore', ''], 520: ['2019', 'Milind Kumar', 'All-Rounder', '20,00,000', ' Royal Challengers Bangalore', ''], 521: ['2019', 'Jonny Bairstow ', 'Wicket Keeper', '2,20,00,000', ' Sunrisers Hyderabad', ''], 522: ['2019', 'Wriddhiman Saha', 'Wicket Keeper', '1,20,00,000', ' Sunrisers Hyderabad', ''], 523: ['2019', 'Martin Guptill', 'Batsman', '1,00,00,000', ' Sunrisers Hyderabad', ''], 524: ['2018', 'Glenn Maxwell', 'All-Rounder', '9,00,00,000', 'Delhi Daredevils', ''], 525: ['2018', 'Kagiso Rabada', 'Bowler', '4,20,00,000', 'Delhi Daredevils', ''], 526: ['2018', 'Amit Mishra', 'Bowler', '4,00,00,000', 'Delhi Daredevils', ''], 527: ['2018', 'Shahbaz Nadeem', 'Bowler', '3,20,00,000', 'Delhi Daredevils', ''], 528: ['2018', 'Vijay Shankar', 'All-Rounder', '3,20,00,000', 'Delhi Daredevils', ''], 529: ['2018', 'Rahul Tewatia', 'All-Rounder', '3,00,00,000', 'Delhi Daredevils', ''], 530: ['2018', 'Mohammad Shami', 'Bowler', '3,00,00,000', 'Delhi Daredevils', ''], 531: ['2018', 'Gautam Gambhir', 'Batsman', '2,80,00,000', 'Delhi Daredevils', ''], 532: ['2018', 'Trent Boult', 'Bowler', '2,20,00,000', 'Delhi Daredevils', ''], 533: ['2018', 'Colin Munro', 'All-Rounder', '1,90,00,000', 'Delhi Daredevils', ''], 534: ['2018', 'Daniel Christian', 'All-Rounder', '1,50,00,000', 'Delhi Daredevils', ''], 535: ['2018', 'Jason Roy', 'Batsman', '1,50,00,000', 'Delhi Daredevils', ''], 536: ['2018', 'Naman Ojha', 'Wicket Keeper', '1,40,00,000', 'Delhi Daredevils', ''], 537: ['2018', 'Prithvi Shaw', 'Batsman', '1,20,00,000', 'Delhi Daredevils', ''], 538: ['2018', 'Gurkeerat Singh Mann', 'All-Rounder', '75,00,000', 'Delhi Daredevils', ''], 539: ['2018', 'Avesh Khan', 'Bowler', '70,00,000', 'Delhi Daredevils', ''], 540: ['2018', 'Abhishek Sharma', 'All-Rounder', '55,00,000', 'Delhi Daredevils', ''], 541: ['2018', 'Jayant Yadav', 'All-Rounder', '50,00,000', 'Delhi Daredevils', ''], 542: ['2018', 'Harshal Patel', 'All-Rounder', '20,00,000', 'Delhi Daredevils', ''], 543: ['2018', 'Manjot Kalra', 'Batsman', '20,00,000', 'Delhi Daredevils', ''], 544: ['2018', 'Sandeep Lamichhane', 'Bowler', '20,00,000', 'Delhi Daredevils', ''], 545: ['2018', 'Sayan Ghosh', 'Bowler', '20,00,000', 'Delhi Daredevils', ''], 546: ['2018', 'KL Rahul', 'Batsman', '11,00,00,000', 'Kings XI Punjab', ''], 547: ['2018', 'Ravichandran Ashwin', 'All-Rounder', '7,60,00,000', 'Kings XI Punjab', ''], 548: ['2018', 'Andrew Tye', 'Bowler', '7,20,00,000', 'Kings XI Punjab', ''], 549: ['2018', 'Aaron Finch', 'Batsman', '6,20,00,000', 'Kings XI Punjab', ''], 550: ['2018', 'Marcus Stoinis', 'All-Rounder', '6,20,00,000', 'Kings XI Punjab', ''], 551: ['2018', 'Karun Nair', 'Batsman', '5,60,00,000', 'Kings XI Punjab', ''], 552: ['2018', 'Mujeeb Zadran', 'Bowler', '4,00,00,000', 'Kings XI Punjab', ''], 553: ['2018', 'Ankit Singh Rajpoot', 'Bowler', '3,00,00,000', 'Kings XI Punjab', ''], 554: ['2018', 'David Miller', 'Batsman', '3,00,00,000', 'Kings XI Punjab', ''], 555: ['2018', 'Mohit Sharma', 'Bowler', '2,40,00,000', 'Kings XI Punjab', ''], 556: ['2018', 'Barinder Singh Sran', 'Bowler', '2,20,00,000', 'Kings XI Punjab', ''], 557: ['2018', 'Yuvraj Singh', 'All-Rounder', '2,00,00,000', 'Kings XI Punjab', ''], 558: ['2018', 'Christopher Gayle', 'Batsman', '2,00,00,000', 'Kings XI Punjab', ''], 559: ['2018', 'Ben Dwarshuis', 'Bowler', '1,40,00,000', 'Kings XI Punjab', ''], 560: ['2018', 'Akshdeep Nath', 'All-Rounder', '1,00,00,000', 'Kings XI Punjab', ''], 561: ['2018', 'Manoj Tiwary', 'Batsman', '1,00,00,000', 'Kings XI Punjab', ''], 562: ['2018', 'Mayank Agarwal', 'Batsman', '1,00,00,000', 'Kings XI Punjab', ''], 563: ['2018', 'Manzoor Dar', 'All-Rounder', '20,00,000', 'Kings XI Punjab', ''], 564: ['2018', 'Pardeep Sahu', 'Bowler', '20,00,000', 'Kings XI Punjab', ''], 565: ['2018', 'Mayank Dagar', 'All-Rounder', '20,00,000', 'Kings XI Punjab', ''], 566: ['2018', 'Chris Lynn', 'Batsman', '9,60,00,000', ' Kolkata Knight Riders', ''], 567: ['2018', 'Mitchell Starc', 'Bowler', '9,40,00,000', ' Kolkata Knight Riders', ''], 568: ['2018', 'Dinesh Karthik', 'Wicket Keeper', '7,40,00,000', ' Kolkata Knight Riders', ''], 569: ['2018', 'Robin Uthappa', 'Wicket Keeper', '6,40,00,000', ' Kolkata Knight Riders', ''], 570: ['2018', 'Kuldeep Singh Yadav', 'Bowler', '5,80,00,000', ' Kolkata Knight Riders', ''], 571: ['2018', 'Piyush Chawla', 'Bowler', '4,20,00,000', ' Kolkata Knight Riders', ''], 572: ['2018', 'Nitish Rana', 'All-Rounder', '3,40,00,000', ' Kolkata Knight Riders', ''], 573: ['2018', 'Kamlesh Nagarkoti', 'All-Rounder', '3,20,00,000', ' Kolkata Knight Riders', ''], 574: ['2018', 'Shivam Mavi', 'All-Rounder', '3,00,00,000', ' Kolkata Knight Riders', ''], 575: ['2018', 'Mitchell Johnson', 'Bowler', '2,00,00,000', ' Kolkata Knight Riders', ''], 576: ['2018', 'Shubman Gill', 'Batsman', '1,80,00,000', ' Kolkata Knight Riders', ''], 577: ['2018', 'Ranganath Vinay Kumar', 'Bowler', '1,00,00,000', ' Kolkata Knight Riders', ''], 578: ['2018', 'Rinku Singh', 'Batsman', '80,00,000', ' Kolkata Knight Riders', ''], 579: ['2018', 'Cameron Delport', 'All-Rounder', '30,00,000', ' Kolkata Knight Riders', ''], 580: ['2018', 'Javon Searless', 'All-Rounder', '30,00,000', ' Kolkata Knight Riders', ''], 581: ['2018', 'Apoorv Vijay Wankhade', 'Batsman', '20,00,000', ' Kolkata Knight Riders', ''], 582: ['2018', 'Ishank Jaggi', 'Batsman', '20,00,000', ' Kolkata Knight Riders', ''], 583: ['2018', 'Krunal Pandya', 'All-Rounder', '8,80,00,000', ' Mumbai Indians', ''], 584: ['2018', 'Ishan Kishan', 'Wicket Keeper', '6,20,00,000', ' Mumbai Indians', ''], 585: ['2018', 'Kieron Pollard', 'All-Rounder', '5,40,00,000', ' Mumbai Indians', ''], 586: ['2018', 'Pat Cummins', 'Bowler', '5,40,00,000', ' Mumbai Indians', ''], 587: ['2018', 'Evin Lewis', 'Batsman', '3,80,00,000', ' Mumbai Indians', ''], 588: ['2018', 'Suryakumar Yadav', 'Batsman', '3,20,00,000', ' Mumbai Indians', ''], 589: ['2018', 'Ben Cutting', 'All-Rounder', '2,20,00,000', ' Mumbai Indians', ''], 590: ['2018', 'Mustafizur Rahman', 'Bowler', '2,20,00,000', ' Mumbai Indians', ''], 591: ['2018', 'Rahul Chahar', 'Bowler', '1,90,00,000', ' Mumbai Indians', ''], 592: ['2018', 'Pradeep Sangwan', 'Bowler', '1,50,00,000', ' Mumbai Indians', ''], 593: ['2018', 'Jason Behrendorff', 'Bowler', '1,50,00,000', ' Mumbai Indians', ''], 594: ['2018', 'Jean-Paul Duminy', 'All-Rounder', '1,00,00,000', ' Mumbai Indians', ''], 595: ['2018', 'Saurabh Tiwary', 'Batsman', '80,00,000', ' Mumbai Indians', ''], 596: ['2018', 'Tajinder Dhillon', 'All-Rounder', '55,00,000', ' Mumbai Indians', ''], 597: ['2018', 'Akila Dhananjaya', 'Bowler', '50,00,000', ' Mumbai Indians', ''], 598: ['2018', 'Nidheesh M D Dinesan', 'Bowler', '20,00,000', ' Mumbai Indians', ''], 599: ['2018', 'Aditya Tare', 'Wicket Keeper', '20,00,000', ' Mumbai Indians', ''], 600: ['2018', 'Siddhesh Dinesh Lad', 'Batsman', '20,00,000', ' Mumbai Indians', ''], 601: ['2018', 'Mayank Markande', 'Bowler', '20,00,000', ' Mumbai Indians', ''], 602: ['2018', 'Sharad Lumba ', 'Batsman', '20,00,000', ' Mumbai Indians', ''], 603: ['2018', 'Anukul Roy', 'All-Rounder', '20,00,000', ' Mumbai Indians', ''], 604: ['2018', 'Mohsin Khan', 'Bowler', '20,00,000', ' Mumbai Indians', ''], 605: ['2018', 'Benjamin Stokes', 'All-Rounder', '12,50,00,000', ' Rajasthan Royals', ''], 606: ['2018', 'Jaydev Unadkat', 'Bowler', '11,50,00,000', ' Rajasthan Royals', ''], 607: ['2018', 'Sanju Samson', 'Wicket Keeper', '8,00,00,000', ' Rajasthan Royals', ''], 608: ['2018', 'Jofra Archer', 'All-Rounder', '7,20,00,000', ' Rajasthan Royals', ''], 609: ['2018', 'Krishnappa Gowtham', 'Bowler', '6,20,00,000', ' Rajasthan Royals', ''], 610: ['2018', 'Jos Buttler', 'Wicket Keeper', '4,40,00,000', ' Rajasthan Royals', ''], 611: ['2018', 'Ajinkya Rahane', 'Batsman', '4,00,00,000', ' Rajasthan Royals', ''], 612: ['2018', 'Darcy Short', 'All-Rounder', '4,00,00,000', ' Rajasthan Royals', ''], 613: ['2018', 'Rahul Tripathi', 'Batsman', '3,40,00,000', ' Rajasthan Royals', ''], 614: ['2018', 'Dhawal Kulkarni', 'Bowler', '75,00,000', ' Rajasthan Royals', ''], 615: ['2018', 'Zahir Khan Pakteen', 'Bowler', '60,00,000', ' Rajasthan Royals', ''], 616: ['2018', 'Ben Laughlin', 'Bowler', '50,00,000', ' Rajasthan Royals', ''], 617: ['2018', 'Stuart Binny', 'All-Rounder', '50,00,000', ' Rajasthan Royals', ''], 618: ['2018', 'Dushmantha Chameera', 'Bowler', '50,00,000', ' Rajasthan Royals', ''], 619: ['2018', 'Anureet Singh', 'Bowler', '30,00,000', ' Rajasthan Royals', ''], 620: ['2018', 'Aryaman Vikram Birla', 'All-Rounder', '30,00,000', ' Rajasthan Royals', ''], 621: ['2018', 'Midhun S', 'All-Rounder', '20,00,000', ' Rajasthan Royals', ''], 622: ['2018', 'Shreyas Gopal', 'All-Rounder', '20,00,000', ' Rajasthan Royals', ''], 623: ['2018', 'Prashant Chopra', 'Wicket Keeper', '20,00,000', ' Rajasthan Royals', ''], 624: ['2018', 'Jatin Saxena', 'All-Rounder', '20,00,000', ' Rajasthan Royals', ''], 625: ['2018', 'Ankit Sharma', 'All-Rounder', '20,00,000', ' Rajasthan Royals', ''], 626: ['2018', 'Mahipal Lomror', 'All-Rounder', '20,00,000', ' Rajasthan Royals', ''], 627: ['2018', 'Chris Woakes', 'All-Rounder', '7,40,00,000', ' Royal Challengers Bangalore', ''], 628: ['2018', 'Yuzvendra Singh Chahal', 'Bowler', '6,00,00,000', ' Royal Challengers Bangalore', ''], 629: ['2018', 'Umesh Yadav', 'Bowler', '4,20,00,000', ' Royal Challengers Bangalore', ''], 630: ['2018', 'Brendon McCullum', 'Batsman', '3,60,00,000', ' Royal Challengers Bangalore', ''], 631: ['2018', 'M.S. Washington Sundar', 'All-Rounder', '3,20,00,000', ' Royal Challengers Bangalore', ''], 632: ['2018', 'Navdeep Saini', 'Bowler', '3,00,00,000', ' Royal Challengers Bangalore', ''], 633: ['2018', 'Quinton De Kock', 'Wicket Keeper', '2,80,00,000', ' Royal Challengers Bangalore', ''], 634: ['2018', 'Mohammed Siraj', 'Bowler', '2,60,00,000', ' Royal Challengers Bangalore', ''], 635: ['2018', 'Nathan Coulter-Nile', 'Bowler', '2,20,00,000', ' Royal Challengers Bangalore', ''], 636: ['2018', 'Colin De Grandhomme', 'All-Rounder', '2,20,00,000', ' Royal Challengers Bangalore', ''], 637: ['2018', 'M. Ashwin', 'Bowler', '2,20,00,000', ' Royal Challengers Bangalore', ''], 638: ['2018', 'Parthiv Patel', 'Wicket Keeper', '1,70,00,000', ' Royal Challengers Bangalore', ''], 639: ['2018', 'Moeen Ali', 'All-Rounder', '1,70,00,000', ' Royal Challengers Bangalore', ''], 640: ['2018', 'Mandeep Singh', 'All-Rounder', '1,40,00,000', ' Royal Challengers Bangalore', ''], 641: ['2018', 'Manan Vohra', 'Batsman', '1,10,00,000', ' Royal Challengers Bangalore', ''], 642: ['2018', 'Pawan Negi', 'All-Rounder', '1,00,00,000', ' Royal Challengers Bangalore', ''], 643: ['2018', 'Tim Southee', 'Bowler', '1,00,00,000', ' Royal Challengers Bangalore', ''], 644: ['2018', 'Kulwant Khejroliya', 'Bowler', '85,00,000', ' Royal Challengers Bangalore', ''], 645: ['2018', 'Aniket Choudhary', 'Bowler', '30,00,000', ' Royal Challengers Bangalore', ''], 646: ['2018', 'Pavan Deshpande', 'All-Rounder', '20,00,000', ' Royal Challengers Bangalore', ''], 647: ['2018', 'Anirudha Ashok Joshi', 'All-Rounder', '20,00,000', ' Royal Challengers Bangalore', ''], 648: ['2018', 'Manish Pandey', 'Batsman', '11,00,00,000', ' Sunrisers Hyderabad', ''], 649: ['2018', 'Rashid Khan Arman', 'Bowler', '9,00,00,000', ' Sunrisers Hyderabad', ''], 650: ['2018', 'Shikhar Dhawan', 'Batsman', '5,20,00,000', ' Sunrisers Hyderabad', ''], 651: ['2018', 'Wriddhiman Saha', 'Wicket Keeper', '5,00,00,000', ' Sunrisers Hyderabad', ''], 652: ['2018', 'Siddarth Kaul', 'Bowler', '3,80,00,000', ' Sunrisers Hyderabad', ''], 653: ['2018', 'Deepak Hooda', 'All-Rounder', '3,60,00,000', ' Sunrisers Hyderabad', ''], 654: ['2018', 'Syed Khaleel Ahmed', 'Bowler', '3,00,00,000', ' Sunrisers Hyderabad', ''], 655: ['2018', 'Sandeep Sharma', 'Bowler', '3,00,00,000', ' Sunrisers Hyderabad', ''], 656: ['2018', 'Kane Williamson', 'Batsman', '3,00,00,000', ' Sunrisers Hyderabad', ''], 657: ['2018', 'Carlos Brathwaite', 'All-Rounder', '2,00,00,000', ' Sunrisers Hyderabad', ''], 658: ['2018', 'Shakib Al Hasan', 'All-Rounder', '2,00,00,000', ' Sunrisers Hyderabad', ''], 659: ['2018', 'Yusuf Pathan', 'All-Rounder', '1,90,00,000', ' Sunrisers Hyderabad', ''], 660: ['2018', 'Shreevats Goswami', 'Wicket Keeper', '1,00,00,000', ' Sunrisers Hyderabad', ''], 661: ['2018', 'Mohammad Nabi', 'All-Rounder', '1,00,00,000', ' Sunrisers Hyderabad', ''], 662: ['2018', 'Chris Jordan', 'All-Rounder', '1,00,00,000', ' Sunrisers Hyderabad', ''], 663: ['2018', 'Basil Thampi', 'Bowler', '95,00,000', ' Sunrisers Hyderabad', ''], 664: ['2018', 'Billy Stanlake', 'Batsman', '50,00,000', ' Sunrisers Hyderabad', ''], 665: ['2018', 'T Natarajan', 'Bowler', '40,00,000', ' Sunrisers Hyderabad', ''], 666: ['2018', 'Sachin Baby', 'Batsman', '20,00,000', ' Sunrisers Hyderabad', ''], 667: ['2018', 'Bipul Sharma', 'All-Rounder', '20,00,000', ' Sunrisers Hyderabad', ''], 668: ['2018', 'Syed Mehdi Hasan', 'All-Rounder', '20,00,000', ' Sunrisers Hyderabad', ''], 669: ['2018', 'Ricky Bhui', 'Batsman', '20,00,000', ' Sunrisers Hyderabad', ''], 670: ['2018', 'Tanmay Agarwal', 'Batsman', '20,00,000', ' Sunrisers Hyderabad', ''], 671: ['2017', 'Jason Roy', 'Batsman', '1,00,00,000', 'Gujarat Lions', ''], 672: ['2017', 'Basil Thampi', 'Bowler', '85,00,000', 'Gujarat Lions', ''], 673: ['2017', 'Manpreet Gony', 'Bowler', '60,00,000', 'Gujarat Lions', ''], 674: ['2017', 'Nathu Singh', 'Bowler', '50,00,000', 'Gujarat Lions', ''], 675: ['2017', 'Munaf Patel', 'Bowler', '30,00,000', 'Gujarat Lions', ''], 676: ['2017', 'Akshdeep Nath', 'All-Rounder', '10,00,000', 'Gujarat Lions', ''], 677: ['2017', 'Shubam Agrawal', 'All-Rounder', '10,00,000', 'Gujarat Lions', ''], 678: ['2017', 'Tejas Singh Baroka', 'Bowler', '10,00,000', 'Gujarat Lions', ''], 679: ['2017', 'Chirag Suri', 'Batsman', '10,00,000', 'Gujarat Lions', ''], 680: ['2017', 'Pratham Singh', 'All-Rounder', '10,00,000', 'Gujarat Lions', ''], 681: ['2017', 'Shelley Shaurya', 'Bowler', '10,00,000', 'Gujarat Lions', ''], 682: ['2017', 'T Natarajan', 'Bowler', '3,00,00,000', 'Kings XI Punjab', ''], 683: ['2017', 'Varun Aaron', 'Bowler', '2,80,00,000', 'Kings XI Punjab', ''], 684: ['2017', 'Eoin Morgan', 'Batsman', '2,00,00,000', 'Kings XI Punjab', ''], 685: ['2017', 'Matt Henry', 'Bowler', '50,00,000', 'Kings XI Punjab', ''], 686: ['2017', 'Martin Guptill', 'Batsman', '50,00,000', 'Kings XI Punjab', ''], 687: ['2017', 'Darren Sammy', 'All-Rounder', '30,00,000', 'Kings XI Punjab', ''], 688: ['2017', 'Rahul Tewatia', 'All-Rounder', '25,00,000', 'Kings XI Punjab', ''], 689: ['2017', 'Rinku Singh', 'Batsman', '10,00,000', 'Kings XI Punjab', ''], 690: ['2017', 'Trent Boult', 'Bowler', '5,00,00,000', 'Kolkata Knight Riders', ''], 691: ['2017', 'Chris Woakes', 'All-Rounder', '4,20,00,000', 'Kolkata Knight Riders', ''], 692: ['2017', 'Nathan Coulter-Nile', 'Bowler', '3,50,00,000', 'Kolkata Knight Riders', ''], 693: ['2017', 'Rishi Dhawan', 'All-Rounder', '55,00,000', 'Kolkata Knight Riders', ''], 694: ['2017', 'Darren Bravo', 'Batsman', '50,00,000', 'Kolkata Knight Riders', ''], 695: ['2017', 'Rovman Powell', 'All-Rounder', '30,00,000', 'Kolkata Knight Riders', ''], 696: ['2017', 'Sayan Ghosh', 'Bowler', '10,00,000', 'Kolkata Knight Riders', ''], 697: ['2017', 'R. Sanjay Yadav', 'All-Rounder', '10,00,000', 'Kolkata Knight Riders', ''], 698: ['2017', 'Ishank Jaggi', 'Batsman', '10,00,000', 'Kolkata Knight Riders', ''], 699: ['2017', 'Karn Sharma', 'All-Rounder', '3,20,00,000', 'Mumbai Indians', ''], 700: ['2017', 'Krishnappa Gowtham', 'All-Rounder', '2,00,00,000', 'Mumbai Indians', ''], 701: ['2017', 'Mitchell Johnson', 'Bowler', '2,00,00,000', 'Mumbai Indians', ''], 702: ['2017', 'Asela Gunarathna', 'Batsman', '30,00,000', 'Mumbai Indians', ''], 703: ['2017', 'Saurabh Tiwary', 'Batsman', '30,00,000', 'Mumbai Indians', ''], 704: ['2017', 'Nicolas Pooran', 'Wicket Keeper', '30,00,000', 'Mumbai Indians', ''], 705: ['2017', 'Kulwant Khejroliya', 'Bowler', '10,00,000', 'Mumbai Indians', ''], 706: ['2017', 'Benjamin Stokes', 'All-Rounder', '14,50,00,000', 'Rising Pune Supergiant', ''], 707: ['2017', 'Daniel Christian', 'All-Rounder', '1,00,00,000', 'Rising Pune Supergiant', ''], 708: ['2017', 'Manoj Tiwary', 'Batsman', '50,00,000', 'Rising Pune Supergiant', ''], 709: ['2017', 'Lockie Ferguson ', 'Bowler', '50,00,000', 'Rising Pune Supergiant', ''], 710: ['2017', 'Jaydev Unadkat', 'Bowler', '30,00,000', 'Rising Pune Supergiant', ''], 711: ['2017', 'Rahul Chahar', 'Bowler', '10,00,000', 'Rising Pune Supergiant', ''], 712: ['2017', 'Saurabh Kumar', 'Bowler', '10,00,000', 'Rising Pune Supergiant', ''], 713: ['2017', 'Milind Tandon', 'All-Rounder', '10,00,000', 'Rising Pune Supergiant', ''], 714: ['2017', 'Rahul Ajay Tripathi', 'All-Rounder', '10,00,000', 'Rising Pune Supergiant', ''], 715: ['2017', 'Tymal Mills', 'Bowler', '12,00,00,000', ' Royal Challengers Bangalore', ''], 716: ['2017', 'Aniket Choudhary', 'Bowler', '2,00,00,000', ' Royal Challengers Bangalore', ''], 717: ['2017', 'Pawan Negi', 'All-Rounder', '1,00,00,000', ' Royal Challengers Bangalore', ''], 718: ['2017', 'Billy Stanlake', 'Bowler', '30,00,000', ' Royal Challengers Bangalore', ''], 719: ['2017', 'Praveen Dubey', 'All-Rounder', '10,00,000', ' Royal Challengers Bangalore', ''], 720: ['2017', 'Rashid Khan Arman', 'Bowler', '4,00,00,000', ' Sunrisers Hyderabad', ''], 721: ['2017', 'Mohammed Siraj', 'Bowler', '2,60,00,000', ' Sunrisers Hyderabad', ''], 722: ['2017', 'Eklavya Dwivedi', 'Wicket Keeper', '75,00,000', ' Sunrisers Hyderabad', ''], 723: ['2017', 'Chris Jordan', 'All-Rounder', '50,00,000', ' Sunrisers Hyderabad', ''], 724: ['2017', 'Mohammad Nabi', 'All-Rounder', '30,00,000', ' Sunrisers Hyderabad', ''], 725: ['2017', 'Ben Laughlin', 'Bowler', '30,00,000', ' Sunrisers Hyderabad', ''], 726: ['2017', 'Pravin Tambe', 'Bowler', '10,00,000', ' Sunrisers Hyderabad', ''], 727: ['2017', 'Tanmay Agarwal', 'Batsman', '10,00,000', ' Sunrisers Hyderabad', ''], 728: ['2016', 'Praveen Kumar', 'Bowler', '3,50,00,000', 'Gujarat Lions', ''], 729: ['2016', 'Dale Steyn', 'Bowler', '2,30,00,000', 'Gujarat Lions', ''], 730: ['2016', 'Dinesh Karthik', 'Wicket Keeper', '2,30,00,000', 'Gujarat Lions', ''], 731: ['2016', 'Dwayne Smith', 'All-Rounder', '2,30,00,000', 'Gujarat Lions', ''], 732: ['2016', 'Dhawal Kulkarni', 'Bowler', '2,00,00,000', 'Gujarat Lions', ''], 733: ['2016', 'Aaron Finch', 'Batsman', '1,00,00,000', 'Gujarat Lions', ''], 734: ['2016', 'Eklavya Dwivedi', 'Wicket Keeper', '1,00,00,000', 'Gujarat Lions', ''], 735: ['2016', 'Andrew Tye', 'All-Rounder', '50,00,000', 'Gujarat Lions', ''], 736: ['2016', 'Ishan Kishan', 'Wicket Keeper', '35,00,000', 'Gujarat Lions', ''], 737: ['2016', 'Jaydev Shah', 'All-Rounder', '20,00,000', 'Gujarat Lions', ''], 738: ['2016', 'Shadab Jakati', 'All-Rounder', '20,00,000', 'Gujarat Lions', ''], 739: ['2016', 'Pravin Tambe', 'Bowler', '20,00,000', 'Gujarat Lions', ''], 740: ['2016', 'Pradeep Sangwan', 'All-Rounder', '20,00,000', 'Gujarat Lions', ''], 741: ['2016', 'Amit Mishra', 'Bowler', '10,00,000', 'Gujarat Lions', ''], 742: ['2016', 'Shivil Kaushik', 'Bowler', '10,00,000', 'Gujarat Lions', ''], 743: ['2016', 'Akshdeep Nath', 'All-Rounder', '10,00,000', 'Gujarat Lions', ''], 744: ['2016', 'Sarabjit Ladda', 'Bowler', '10,00,000', 'Gujarat Lions', ''], 745: ['2016', 'Umang Sharma', 'Batsman', '10,00,000', 'Gujarat Lions', ''], 746: ['2016', 'Paras Dogra', 'Batsman', '10,00,000', 'Gujarat Lions', ''], 747: ['2016', 'Mohit Sharma', 'Bowler', '6,50,00,000', 'Kings XI Punjab', ''], 748: ['2016', 'Kyle Abbott', 'Bowler', '2,10,00,000', 'Kings XI Punjab', ''], 749: ['2016', 'K.C. Cariappa', 'Bowler', '80,00,000', 'Kings XI Punjab', ''], 750: ['2016', 'Marcus Stoinis', 'All-Rounder', '55,00,000', 'Kings XI Punjab', ''], 751: ['2016', 'Farhaan Behardien', 'All-Rounder', '30,00,000', 'Kings XI Punjab', ''], 752: ['2016', 'Pardeep Sahu', 'All-Rounder', '10,00,000', 'Kings XI Punjab', ''], 753: ['2016', 'Armaan Jaffer', 'Batsman', '10,00,000', 'Kings XI Punjab', ''], 754: ['2016', 'Swapnil Singh', 'All-Rounder', '10,00,000', 'Kings XI Punjab', ''], 755: ['2016', 'Jaydev Unadkat', 'Bowler', '1,60,00,000', 'Kolkata Knight Riders', ''], 756: ['2016', 'Ankit Singh Rajpoot', 'Bowler', '1,50,00,000', 'Kolkata Knight Riders', ''], 757: ['2016', 'John Hastings', 'Bowler', '1,30,00,000', 'Kolkata Knight Riders', ''], 758: ['2016', 'Jason Holder', 'All-Rounder', '70,00,000', 'Kolkata Knight Riders', ''], 759: ['2016', 'Colin Munro', 'All-Rounder', '30,00,000', 'Kolkata Knight Riders', ''], 760: ['2016', 'Rajagopal Sathish', 'All-Rounder', '20,00,000', 'Kolkata Knight Riders', ''], 761: ['2016', 'Manan Ajay Sharma', 'All-Rounder', '10,00,000', 'Kolkata Knight Riders', ''], 762: ['2016', 'Jos Buttler', 'Wicket Keeper', '3,80,00,000', 'Mumbai Indians', ''], 763: ['2016', 'Nathu Singh', 'Bowler', '3,20,00,000', 'Mumbai Indians', ''], 764: ['2016', 'Tim Southee', 'Bowler', '2,50,00,000', 'Mumbai Indians', ''], 765: ['2016', 'Krunal Pandya', 'All-Rounder', '2,00,00,000', 'Mumbai Indians', ''], 766: ['2016', 'Kishore Pramod Kamath', 'All-Rounder', '1,40,00,000', 'Mumbai Indians', ''], 767: ['2016', 'Deepak Punia', 'All-Rounder', '10,00,000', 'Mumbai Indians', ''], 768: ['2016', 'Jitesh Sharma', 'Wicket Keeper', '10,00,000', 'Mumbai Indians', ''], 769: ['2016', 'Mitchell Marsh', 'All-Rounder', '4,80,00,000', 'Rising Pune Supergiant', ''], 770: ['2016', 'M. Ashwin', 'Bowler', '4,50,00,000', 'Rising Pune Supergiant', ''], 771: ['2016', 'Ishant Sharma', 'Bowler', '3,80,00,000', 'Rising Pune Supergiant', ''], 772: ['2016', 'Kevin Pietersen', 'Batsman', '3,50,00,000', 'Rising Pune Supergiant', ''], 773: ['2016', 'Irfan Pathan', 'All-Rounder', '1,00,00,000', 'Rising Pune Supergiant', ''], 774: ['2016', 'Thisara Perera', 'All-Rounder', '1,00,00,000', 'Rising Pune Supergiant', ''], 775: ['2016', 'Rajat Bhatia', 'All-Rounder', '60,00,000', 'Rising Pune Supergiant', ''], 776: ['2016', 'Ashok Dinda', 'Bowler', '50,00,000', 'Rising Pune Supergiant', ''], 777: ['2016', 'Scott Boland', 'Bowler', '50,00,000', 'Rising Pune Supergiant', ''], 778: ['2016', 'Peter Handscomb', 'Wicket Keeper', '30,00,000', 'Rising Pune Supergiant', ''], 779: ['2016', 'Rudra Pratap Singh', 'Bowler', '30,00,000', 'Rising Pune Supergiant', ''], 780: ['2016', 'Adam Zampa', 'Bowler', '30,00,000', 'Rising Pune Supergiant', ''], 781: ['2016', 'Ishwar Chandra Pandey', 'Bowler', '20,00,000', 'Rising Pune Supergiant', ''], 782: ['2016', 'Deepak Chahar', 'All-Rounder', '10,00,000', 'Rising Pune Supergiant', ''], 783: ['2016', 'Jaskaran Singh', 'Bowler', '10,00,000', 'Rising Pune Supergiant', ''], 784: ['2016', 'Baba Aparajith', 'All-Rounder', '10,00,000', 'Rising Pune Supergiant', ''], 785: ['2016', 'Ankush Bains', 'Wicket Keeper', '10,00,000', 'Rising Pune Supergiant', ''], 786: ['2016', 'Ankit Sharma', 'All-Rounder', '10,00,000', 'Rising Pune Supergiant', ''], 787: ['2016', 'Shane Watson', 'All-Rounder', '9,50,00,000', ' Royal Challengers Bangalore', ''], 788: ['2016', 'Stuart Binny', 'All-Rounder', '2,00,00,000', ' Royal Challengers Bangalore', ''], 789: ['2016', 'Kane Richardson', 'Bowler', '2,00,00,000', ' Royal Challengers Bangalore', ''], 790: ['2016', 'Samuel Badree', 'Bowler', '50,00,000', ' Royal Challengers Bangalore', ''], 791: ['2016', 'Travis Head', 'Batsman', '50,00,000', ' Royal Challengers Bangalore', ''], 792: ['2016', 'Praveen Dubey', 'All-Rounder', '35,00,000', ' Royal Challengers Bangalore', ''], 793: ['2016', 'Vikramjeet Malik', 'Bowler', '20,00,000', ' Royal Challengers Bangalore', ''], 794: ['2016', 'Akshay Karnewar', 'All-Rounder', '10,00,000', ' Royal Challengers Bangalore', ''], 795: ['2016', 'Iqbal Abdullah', 'All-Rounder', '10,00,000', ' Royal Challengers Bangalore', ''], 796: ['2016', 'Sachin Baby', 'Batsman', '10,00,000', ' Royal Challengers Bangalore', ''], 797: ['2016', 'Vikas Tokas', 'Bowler', '10,00,000', ' Royal Challengers Bangalore', ''], 798: ['2016', 'Yuvraj Singh', 'All-Rounder', '7,00,00,000', ' Sunrisers Hyderabad', ''], 799: ['2016', 'Ashish Nehra', 'Bowler', '5,50,00,000', ' Sunrisers Hyderabad', ''], 800: ['2016', 'Deepak Hooda', 'All-Rounder', '4,20,00,000', ' Sunrisers Hyderabad', ''], 801: ['2016', 'Mustafizur Rahman', 'Bowler', '1,40,00,000', ' Sunrisers Hyderabad', ''], 802: ['2016', 'Aditya Tare', 'Wicket Keeper', '1,20,00,000', ' Sunrisers Hyderabad', ''], 803: ['2016', 'Barinder Singh Sran', 'Bowler', '1,20,00,000', ' Sunrisers Hyderabad', ''], 804: ['2016', 'Ben Cutting', 'All-Rounder', '50,00,000', ' Sunrisers Hyderabad', ''], 805: ['2016', 'Vijay Shankar', 'All-Rounder', '35,00,000', ' Sunrisers Hyderabad', ''], 806: ['2016', 'Abhimanyu Mithun', 'Bowler', '30,00,000', ' Sunrisers Hyderabad', ''], 807: ['2016', 'Tirumalasetti Suman', 'Batsman', '10,00,000', ' Sunrisers Hyderabad', ''], 808: ['2015', 'Yuvraj Singh', 'Batsman', '16,00,00,000', 'Delhi Daredevils', ''], 809: ['2015', 'Angelo Mathews', 'All-Rounder', '7,50,00,000', 'Delhi Daredevils', ''], 810: ['2015', 'Zaheer Khan', 'Bowler', '4,00,00,000', 'Delhi Daredevils', ''], 811: ['2015', 'Amit Mishra', 'Bowler', '3,50,00,000', 'Delhi Daredevils', ''], 812: ['2015', 'Shreyas Iyer', 'Batsman', '2,60,00,000', 'Delhi Daredevils', ''], 813: ['2015', 'Gurinder Sandhu', 'Bowler', '1,70,00,000', 'Delhi Daredevils', ''], 814: ['2015', 'Jaydev Unadkat', 'Bowler', '1,10,00,000', 'Delhi Daredevils', ''], 815: ['2015', 'Domnic Joseph Muthuswamy', 'Bowler', '75,00,000', 'Delhi Daredevils', ''], 816: ['2015', 'Albie Morkel', 'All-Rounder', '30,00,000', 'Delhi Daredevils', ''], 817: ['2015', 'Travis Head', 'Batsman', '30,00,000', 'Delhi Daredevils', ''], 818: ['2015', 'Marcus Stoinis', 'All-Rounder', '25,00,000', 'Delhi Daredevils', ''], 819: ['2015', 'C.M. Gautam', 'Wicket Keeper', '20,00,000', 'Delhi Daredevils', ''], 820: ['2015', 'Kona Srikar Bharat', 'Wicket Keeper', '10,00,000', 'Delhi Daredevils', ''], 821: ['2015', 'K.K. Jiyaz', 'Bowler', '10,00,000', 'Delhi Daredevils', ''], 822: ['2015', 'Murali Vijay', 'Batsman', '3,00,00,000', 'Kings XI Punjab', ''], 823: ['2015', 'Nikhil Shankar Naik', 'Wicket Keeper', '30,00,000', 'Kings XI Punjab', ''], 824: ['2015', 'Yogesh Gowalkar', 'All-Rounder', '10,00,000', 'Kings XI Punjab', ''], 825: ['2015', 'K.C. Cariappa', 'Bowler', '2,40,00,000', 'Kolkata Knight Riders', ''], 826: ['2015', 'James Neesham', 'All-Rounder', '50,00,000', 'Kolkata Knight Riders', ''], 827: ['2015', 'Brad Hogg', 'Bowler', '50,00,000', 'Kolkata Knight Riders', ''], 828: ['2015', 'Aditya Garhwal', 'All-Rounder', '25,00,000', 'Kolkata Knight Riders', ''], 829: ['2015', 'Sheldon Jackson', 'Batsman', '15,00,000', 'Kolkata Knight Riders', ''], 830: ['2015', 'Sumit Narwal', 'All-Rounder', '10,00,000', 'Kolkata Knight Riders', ''], 831: ['2015', 'Vaibhav Rawal', 'All-Rounder', '10,00,000', 'Kolkata Knight Riders', ''], 832: ['2015', 'Aaron Finch', 'Batsman', '3,20,00,000', 'Mumbai Indians', ''], 833: ['2015', 'Pragyan Ojha', 'Bowler', '50,00,000', 'Mumbai Indians', ''], 834: ['2015', 'Abhimanyu Mithun', 'Bowler', '30,00,000', 'Mumbai Indians', ''], 835: ['2015', 'Mitchell McClenaghan', 'Bowler', '30,00,000', 'Mumbai Indians', ''], 836: ['2015', 'Aiden Blizzard', 'Batsman', '30,00,000', 'Mumbai Indians', ''], 837: ['2015', 'Hardik Pandya', 'All-Rounder', '10,00,000', 'Mumbai Indians', ''], 838: ['2015', 'Akshay Wakhare', 'Bowler', '10,00,000', 'Mumbai Indians', ''], 839: ['2015', 'Nitish Rana', 'All-Rounder', '10,00,000', 'Mumbai Indians', ''], 840: ['2015', 'Siddhesh Dinesh Lad', 'All-Rounder', '10,00,000', 'Mumbai Indians', ''], 841: ['2015', 'J. Suchitch', 'All-Rounder', '10,00,000', 'Mumbai Indians', ''], 842: ['2015', 'Christopher Morris', 'All-Rounder', '1,40,00,000', 'Rajasthan Royals', ''], 843: ['2015', 'Juan Theron', 'Bowler', '30,00,000', 'Rajasthan Royals', ''], 844: ['2015', 'Barinder Singh Saran', 'Bowler', '10,00,000', 'Rajasthan Royals', ''], 845: ['2015', 'Dinesh Salunkhe', 'All-Rounder', '10,00,000', 'Rajasthan Royals', ''], 846: ['2015', 'Sagar Trivedi', 'All-Rounder', '10,00,000', 'Rajasthan Royals', ''], 847: ['2015', 'Pardeep Sahu', 'All-Rounder', '10,00,000', 'Rajasthan Royals', ''], 848: ['2015', 'Dinesh Karthik', 'Wicket Keeper', '10,50,00,000', ' Royal Challengers Bangalore', ''], 849: ['2015', 'Darren Sammy', 'All-Rounder', '2,80,00,000', ' Royal Challengers Bangalore', ''], 850: ['2015', 'David Wiese', 'All-Rounder', '2,80,00,000', ' Royal Challengers Bangalore', ''], 851: ['2015', 'Sean Abbott', 'Bowler', '1,00,00,000', ' Royal Challengers Bangalore', ''], 852: ['2015', 'Adam Milne', 'Bowler', '70,00,000', ' Royal Challengers Bangalore', ''], 853: ['2015', 'Sarfaraz Naushad Khan', 'Batsman', '50,00,000', ' Royal Challengers Bangalore', ''], 854: ['2015', 'Subramaniam Badrinath', 'Batsman', '30,00,000', ' Royal Challengers Bangalore', ''], 855: ['2015', 'Jalaj Saxena', 'All-Rounder', '10,00,000', ' Royal Challengers Bangalore', ''], 856: ['2015', 'Shishir Bhavane', 'Batsman', '10,00,000', ' Royal Challengers Bangalore', ''], 857: ['2015', 'Trent Boult', 'Bowler', '3,80,00,000', ' Sunrisers Hyderabad', ''], 858: ['2015', 'Praveen Kumar', 'Bowler', '2,20,00,000', ' Sunrisers Hyderabad', ''], 859: ['2015', 'Kevin Pietersen', 'Batsman', '2,00,00,000', ' Sunrisers Hyderabad', ''], 860: ['2015', 'Eoin Morgan', 'Batsman', '1,50,00,000', ' Sunrisers Hyderabad', ''], 861: ['2015', 'Ravi Bopara', 'All-Rounder', '1,00,00,000', ' Sunrisers Hyderabad', ''], 862: ['2015', 'Kane Williamson', 'All-Rounder', '60,00,000', ' Sunrisers Hyderabad', ''], 863: ['2015', 'Laxmi Ratan Shukla', 'All-Rounder', '30,00,000', ' Sunrisers Hyderabad', ''], 864: ['2015', 'Prasanth Padmanabhan', 'All-Rounder', '10,00,000', ' Sunrisers Hyderabad', ''], 865: ['2015', 'Hanuma Vihari', 'Batsman', '10,00,000', ' Sunrisers Hyderabad', ''], 866: ['2015', 'Siddarth Kaul', 'Bowler', '10,00,000', ' Sunrisers Hyderabad', ''], 867: ['2014', 'Dinesh Karthik', 'Wicket Keeper', '12,50,00,000', 'Delhi Daredevils', ''], 868: ['2014', 'Kevin Pietersen', 'Batsman', '9,00,00,000', 'Delhi Daredevils', ''], 869: ['2014', 'Murali Vijay', 'Batsman', '5,00,00,000', 'Delhi Daredevils', ''], 870: ['2014', 'Mohammad Shami', 'Bowler', '4,25,00,000', 'Delhi Daredevils', ''], 871: ['2014', 'Nathan Coulter-Nile', 'Bowler', '4,25,00,000', 'Delhi Daredevils', ''], 872: ['2014', 'Quinton De Kock', 'Wicket Keeper', '3,50,00,000', 'Delhi Daredevils', ''], 873: ['2014', 'Manoj Tiwary', 'Batsman', '2,80,00,000', 'Delhi Daredevils', ''], 874: ['2014', 'Jaydev Unadkat', 'Bowler', '2,80,00,000', 'Delhi Daredevils', ''], 875: ['2014', 'Jean-Paul Duminy', 'Batsman', '2,20,00,000', 'Delhi Daredevils', ''], 876: ['2014', 'Ross Taylor', 'Batsman', '2,00,00,000', 'Delhi Daredevils', ''], 877: ['2014', 'Kedar Jadhav', 'Batsman', '2,00,00,000', 'Delhi Daredevils', ''], 878: ['2014', 'Rahul Sharma', 'Bowler', '1,90,00,000', 'Delhi Daredevils', ''], 879: ['2014', 'Mayank Agarwal', 'Batsman', '1,60,00,000', 'Delhi Daredevils', ''], 880: ['2014', 'Laxmi Ratan Shukla', 'All-Rounder', '1,50,00,000', 'Delhi Daredevils', ''], 881: ['2014', 'James Neesham', 'All-Rounder', '1,00,00,000', 'Delhi Daredevils', ''], 882: ['2014', 'Wayne Parnell', 'Bowler', '1,00,00,000', 'Delhi Daredevils', ''], 883: ['2014', 'Shahbaz Nadeem', 'Bowler', '85,00,000', 'Delhi Daredevils', ''], 884: ['2014', 'Saurabh Tiwary', 'Batsman', '70,00,000', 'Delhi Daredevils', ''], 885: ['2014', 'Siddarth Kaul', 'Bowler', '45,00,000', 'Delhi Daredevils', ''], 886: ['2014', 'Rahul Shukla', 'Bowler', '40,00,000', 'Delhi Daredevils', ''], 887: ['2014', 'Jayant Yadav', 'All-Rounder', '10,00,000', 'Delhi Daredevils', ''], 888: ['2014', 'HS Sharath', 'Bowler', '10,00,000', 'Delhi Daredevils', ''], 889: ['2014', 'Milind Kumar', 'Batsman', '10,00,000', 'Delhi Daredevils', ''], 890: ['2014', 'Mitchell Johnson', 'All-Rounder', '6,50,00,000', 'Kings XI Punjab', ''], 891: ['2014', 'Glenn Maxwell', 'All-Rounder', '6,00,00,000', 'Kings XI Punjab', ''], 892: ['2014', 'George Bailey', 'Batsman', '3,25,00,000', 'Kings XI Punjab', ''], 893: ['2014', 'Virender Sehwag', 'Batsman', '3,20,00,000', 'Kings XI Punjab', ''], 894: ['2014', 'Rishi Dhawan', 'All-Rounder', '3,00,00,000', 'Kings XI Punjab', ''], 895: ['2014', 'Wriddhiman Saha', 'Wicket Keeper', '2,20,00,000', 'Kings XI Punjab', ''], 896: ['2014', 'Shaun Marsh', 'Batsman', '2,20,00,000', 'Kings XI Punjab', ''], 897: ['2014', 'Cheteshwar Pujara', 'Batsman', '1,90,00,000', 'Kings XI Punjab', ''], 898: ['2014', 'Beuran Hendricks', 'Bowler', '1,80,00,000', 'Kings XI Punjab', ''], 899: ['2014', 'Lakshmipathy Balaji', 'Bowler', '1,80,00,000', 'Kings XI Punjab', ''], 900: ['2014', 'Thisara Perera', 'All-Rounder', '1,60,00,000', 'Kings XI Punjab', ''], 901: ['2014', 'Gurkirat Singh Mann', 'Batsman', '1,30,00,000', 'Kings XI Punjab', ''], 902: ['2014', 'Murali Kartik', 'Bowler', '1,00,00,000', 'Kings XI Punjab', ''], 903: ['2014', 'Sandeep Sharma', 'Bowler', '85,00,000', 'Kings XI Punjab', ''], 904: ['2014', 'Mandeep Hardev Singh', 'All-Rounder', '80,00,000', 'Kings XI Punjab', ''], 905: ['2014', 'Akshar Rajesh Patel', 'All-Rounder', '75,00,000', 'Kings XI Punjab', ''], 906: ['2014', 'Parvinder Awana', 'Bowler', '65,00,000', 'Kings XI Punjab', ''], 907: ['2014', 'Shardul Narendra Thakur', 'Bowler', '20,00,000', 'Kings XI Punjab', ''], 908: ['2014', 'Anureet Singh', 'Bowler', '20,00,000', 'Kings XI Punjab', ''], 909: ['2014', 'Shivam Sharma', 'Bowler', '10,00,000', 'Kings XI Punjab', ''], 910: ['2014', 'Karanveer Singh', 'All-Rounder', '10,00,000', 'Kings XI Punjab', ''], 911: ['2014', 'Jacques Kallis', 'All-Rounder', '5,50,00,000', 'Kolkata Knight Riders', ''], 912: ['2014', 'Robin Uthappa', 'Batsman', '5,00,00,000', 'Kolkata Knight Riders', ''], 913: ['2014', 'Piyush Chawla', 'Bowler', '4,25,00,000', 'Kolkata Knight Riders', ''], 914: ['2014', 'Yusuf Pathan', 'All-Rounder', '3,25,00,000', 'Kolkata Knight Riders', ''], 915: ['2014', 'Shakib Al Hasan', 'All-Rounder', '2,80,00,000', 'Kolkata Knight Riders', ''], 916: ['2014', 'Morne Morkel', 'Bowler', '2,80,00,000', 'Kolkata Knight Riders', ''], 917: ['2014', 'Ranganath Vinay Kumar', 'Bowler', '2,80,00,000', 'Kolkata Knight Riders', ''], 918: ['2014', 'Umesh Yadav', 'Bowler', '2,60,00,000', 'Kolkata Knight Riders', ''], 919: ['2014', 'Manish Pandey', 'Batsman', '1,70,00,000', 'Kolkata Knight Riders', ''], 920: ['2014', 'Chris Lynn', 'Batsman', '1,30,00,000', 'Kolkata Knight Riders', ''], 921: ['2014', 'Patrick Cummins', 'Bowler', '1,00,00,000', 'Kolkata Knight Riders', ''], 922: ['2014', 'Ryan Ten Doeschate', 'All-Rounder', '1,00,00,000', 'Kolkata Knight Riders', ''], 923: ['2014', 'Suryakumar Yadav', 'Batsman', '70,00,000', 'Kolkata Knight Riders', ''], 924: ['2014', 'Andre Russell', 'All-Rounder', '60,00,000', 'Kolkata Knight Riders', ''], 925: ['2014', 'Manvinder Bisla', 'Wicket Keeper', '60,00,000', 'Kolkata Knight Riders', ''], 926: ['2014', 'Veer Pratap Singh', 'Bowler', '40,00,000', 'Kolkata Knight Riders', ''], 927: ['2014', 'Kuldeep Singh Yadav', 'Bowler', '40,00,000', 'Kolkata Knight Riders', ''], 928: ['2014', 'Debabrata Das', 'Wicket Keeper', '20,00,000', 'Kolkata Knight Riders', ''], 929: ['2014', 'Sayan Sekhar Mandal', 'All-Rounder', '10,00,000', 'Kolkata Knight Riders', ''], 930: ['2014', 'Michael Hussey', 'Batsman', '5,00,00,000', 'Mumbai Indians', ''], 931: ['2014', 'Corey Anderson', 'All-Rounder', '4,50,00,000', 'Mumbai Indians', ''], 932: ['2014', 'Pragyan Ojha', 'Bowler', '3,25,00,000', 'Mumbai Indians', ''], 933: ['2014', 'Zaheer Khan', 'Bowler', '2,60,00,000', 'Mumbai Indians', ''], 934: ['2014', 'Aditya Tare', 'Wicket Keeper', '1,60,00,000', 'Mumbai Indians', ''], 935: ['2014', 'Jasprit Bumrah', 'Bowler', '1,20,00,000', 'Mumbai Indians', ''], 936: ['2014', 'Jalaj Saxena', 'All-Rounder', '90,00,000', 'Mumbai Indians', ''], 937: ['2014', 'Josh Hazlewood', 'Bowler', '50,00,000', 'Mumbai Indians', ''], 938: ['2014', 'Marchant De Lange', 'Bowler', '30,00,000', 'Mumbai Indians', ''], 939: ['2014', 'Krismar Santokie', 'Bowler', '30,00,000', 'Mumbai Indians', ''], 940: ['2014', 'Ben Dunk', 'Wicket Keeper', '20,00,000', 'Mumbai Indians', ''], 941: ['2014', 'C.M. Gautam', 'Wicket Keeper', '20,00,000', 'Mumbai Indians', ''], 942: ['2014', 'Apoorv Vijay Wankhade', 'Batsman', '10,00,000', 'Mumbai Indians', ''], 943: ['2014', 'Pawan Suyal', 'Bowler', '10,00,000', 'Mumbai Indians', ''], 944: ['2014', 'Sushant Marathe', 'Wicket Keeper', '10,00,000', 'Mumbai Indians', ''], 945: ['2014', 'Shreyas Gopal', 'Bowler', '10,00,000', 'Mumbai Indians', ''], 946: ['2014', 'Steven Smith', 'All-Rounder', '4,00,00,000', 'Rajasthan Royals', ''], 947: ['2014', 'Brad Hodge', 'Batsman', '2,40,00,000', 'Rajasthan Royals', ''], 948: ['2014', 'Rajat Bhatia', 'All-Rounder', '1,70,00,000', 'Rajasthan Royals', ''], 949: ['2014', 'Tim Southee', 'Bowler', '1,20,00,000', 'Rajasthan Royals', ''], 950: ['2014', 'Dhawal Kulkarni', 'Bowler', '1,10,00,000', 'Rajasthan Royals', ''], 951: ['2014', 'Abhishek Nayar', 'All-Rounder', '1,00,00,000', 'Rajasthan Royals', ''], 952: ['2014', 'Kane Richardson', 'Bowler', '1,00,00,000', 'Rajasthan Royals', ''], 953: ['2014', 'Ben Cutting', 'Bowler', '80,00,000', 'Rajasthan Royals', ''], 954: ['2014', 'Karun Nair', 'Batsman', '75,00,000', 'Rajasthan Royals', ''], 955: ['2014', 'Unmukt Chand', 'Batsman', '65,00,000', 'Rajasthan Royals', ''], 956: ['2014', 'Iqbal Abdullah', 'All-Rounder', '65,00,000', 'Rajasthan Royals', ''], 957: ['2014', 'Deepak Hooda', 'Bowler', '40,00,000', 'Rajasthan Royals', ''], 958: ['2014', 'Dishant Yagnik', 'Wicket Keeper', '30,00,000', 'Rajasthan Royals', ''], 959: ['2014', 'Kevon Cooper', 'All-Rounder', '30,00,000', 'Rajasthan Royals', ''], 960: ['2014', 'Vikramjeet Malik', 'Bowler', '20,00,000', 'Rajasthan Royals', ''], 961: ['2014', 'Ankit Nagendra Sharma', 'Bowler', '10,00,000', 'Rajasthan Royals', ''], 962: ['2014', 'Rahul Tewatia', 'All-Rounder', '10,00,000', 'Rajasthan Royals', ''], 963: ['2014', 'Ankush Bains', 'Wicket Keeper', '10,00,000', 'Rajasthan Royals', ''], 964: ['2014', 'Amit Mishra', 'Bowler', '10,00,000', 'Rajasthan Royals', ''], 965: ['2014', 'Pravin Tambe', 'Bowler', '10,00,000', 'Rajasthan Royals', ''], 966: ['2014', 'Yuvraj Singh', 'All-Rounder', '14,00,00,000', ' Royal Challengers Bangalore', ''], 967: ['2014', 'Mitchell Starc', 'Bowler', '5,00,00,000', ' Royal Challengers Bangalore', ''], 968: ['2014', 'Albie Morkel', 'All-Rounder', '2,40,00,000', ' Royal Challengers Bangalore', ''], 969: ['2014', 'Varun Aaron', 'Bowler', '2,00,00,000', ' Royal Challengers Bangalore', ''], 970: ['2014', 'Ashok Dinda', 'Bowler', '1,50,00,000', ' Royal Challengers Bangalore', ''], 971: ['2014', 'Parthiv Patel', 'Wicket Keeper', '1,40,00,000', ' Royal Challengers Bangalore', ''], 972: ['2014', 'Muttiah Muralitharan', 'Bowler', '1,00,00,000', ' Royal Challengers Bangalore', ''], 973: ['2014', 'Ravi Rampaul', 'Bowler', '90,00,000', ' Royal Challengers Bangalore', ''], 974: ['2014', 'Nic Maddinson', 'Batsman', '50,00,000', ' Royal Challengers Bangalore', ''], 975: ['2014', 'Harshal Patel', 'Bowler', '40,00,000', ' Royal Challengers Bangalore', ''], 976: ['2014', 'Vijay Zol', 'Batsman', '30,00,000', ' Royal Challengers Bangalore', ''], 977: ['2014', 'Abu Nechim Ahmed', 'Bowler', '30,00,000', ' Royal Challengers Bangalore', ''], 978: ['2014', 'Sachin Rana', 'Bowler', '20,00,000', ' Royal Challengers Bangalore', ''], 979: ['2014', 'Shadab Jakati', 'Bowler', '20,00,000', ' Royal Challengers Bangalore', ''], 980: ['2014', 'Sandeep Warrier', 'Bowler', '10,00,000', ' Royal Challengers Bangalore', ''], 981: ['2014', 'Tanmay Mishra', 'Batsman', '10,00,000', ' Royal Challengers Bangalore', ''], 982: ['2014', 'Yogesh Takawale', 'Wicket Keeper', '10,00,000', ' Royal Challengers Bangalore', ''], 983: ['2014', 'Yuzvendra Singh Chahal', 'Bowler', '10,00,000', ' Royal Challengers Bangalore', ''], 984: ['2014', 'David Warner', 'Batsman', '5,50,00,000', ' Sunrisers Hyderabad', ''], 985: ['2014', 'Amit Mishra', 'Bowler', '4,75,00,000', ' Sunrisers Hyderabad', ''], 986: ['2014', 'Bhuvneshwar Kumar', 'Bowler', '4,25,00,000', ' Sunrisers Hyderabad', ''], 987: ['2014', 'Aaron Finch', 'Batsman', '4,00,00,000', ' Sunrisers Hyderabad', ''], 988: ['2014', 'Karn Sharma', 'Bowler', '3,75,00,000', ' Sunrisers Hyderabad', ''], 989: ['2014', 'Darren Sammy', 'All-Rounder', '3,50,00,000', ' Sunrisers Hyderabad', ''], 990: ['2014', 'Ishant Sharma', 'Bowler', '2,60,00,000', ' Sunrisers Hyderabad', ''], 991: ['2014', 'Irfan Pathan', 'All-Rounder', '2,40,00,000', ' Sunrisers Hyderabad', ''], 992: ['2014', 'Moises Henriques', 'All-Rounder', '1,00,00,000', ' Sunrisers Hyderabad', ''], 993: ['2014', 'KL Rahul', 'Batsman', '1,00,00,000', ' Sunrisers Hyderabad', ''], 994: ['2014', 'Parveez Rasool', 'All-Rounder', '95,00,000', ' Sunrisers Hyderabad', ''], 995: ['2014', 'Jason Holder', 'Bowler', '75,00,000', ' Sunrisers Hyderabad', ''], 996: ['2014', 'Venugopal Rao', 'Batsman', '55,00,000', ' Sunrisers Hyderabad', ''], 997: ['2014', 'Naman Ojha', 'Wicket Keeper', '50,00,000', ' Sunrisers Hyderabad', ''], 998: ['2014', 'Brendan Taylor', 'Wicket Keeper', '30,00,000', ' Sunrisers Hyderabad', ''], 999: ['2014', 'Prasanth Parameswaran', 'Bowler', '30,00,000', ' Sunrisers Hyderabad', ''], 1000: ['2014', 'Amit Paunikar', 'Wicket Keeper', '20,00,000', ' Sunrisers Hyderabad', ''], 1001: ['2014', 'Ashish Reddy', 'Bowler', '20,00,000', ' Sunrisers Hyderabad', ''], 1002: ['2014', 'Srikkanth Anirudha', 'Batsman', '20,00,000', ' Sunrisers Hyderabad', ''], 1003: ['2014', 'Ricky Bhui', 'Batsman', '10,00,000', ' Sunrisers Hyderabad', ''], 1004: ['2014', 'Chama Milind', 'Bowler', '10,00,000', ' Sunrisers Hyderabad', ''], 1005: ['2014', 'Manprit Juneja', 'Batsman', '10,00,000', ' Sunrisers Hyderabad', ''], 1006: ['2013', 'Johan Botha', 'All-Rounder', '450,000', 'Delhi Daredevils', ''], 1007: ['2013', 'Jesse Ryder', 'All-Rounder', '260,000', 'Delhi Daredevils', ''], 1008: ['2013', 'Jeevan Mendis', 'All-Rounder', '50,000', 'Delhi Daredevils', ''], 1009: ['2013', 'Manpreet Gony', 'Bowler', '500,000', 'Kings XI Punjab', ''], 1010: ['2013', 'Luke Pomersbach', 'Batsman', '300,000', 'Kings XI Punjab', ''], 1011: ['2013', 'Sachithra Senanayaka', 'All-Rounder', '625,000', 'Kolkata Knight Riders', ''], 1012: ['2013', 'Ryan McLaren', 'Bowler', '50,000', 'Kolkata Knight Riders', ''], 1013: ['2013', 'Glenn Maxwell', 'All-Rounder', '1,000,000', 'Mumbai Indians', ''], 1014: ['2013', 'Nathan Coulter-Nile', 'Bowler', '450,000', 'Mumbai Indians', ''], 1015: ['2013', 'Ricky Ponting', 'Batsman', '400,000', 'Mumbai Indians', ''], 1016: ['2013', 'Philip Hughes', 'Batsman', '100,000', 'Mumbai Indians', ''], 1017: ['2013', 'Jacob Oram', 'All-Rounder', '50,000', 'Mumbai Indians', ''], 1018: ['2013', 'Ajantha Mendis', 'Bowler', '725,000', 'Pune Warriors India', ''], 1019: ['2013', 'Kane Richardson', 'Bowler', '700,000', 'Pune Warriors India', ''], 1020: ['2013', 'Abhishek Nayar', 'All-Rounder', '675,000', 'Pune Warriors India', ''], 1021: ['2013', 'Michael Clarke', 'Batsman', '400,000', 'Pune Warriors India', ''], 1022: ['2013', 'James Faulkner', 'All-Rounder', '400,000', 'Rajasthan Royals', ''], 1023: ['2013', 'Fidel Edwards', 'Bowler', '210,000', 'Rajasthan Royals', ''], 1024: ['2013', 'Kusal Janith Perera', 'Wicket Keeper', '20,000', 'Rajasthan Royals', ''], 1025: ['2013', 'Jaydev Unadkat', 'Bowler', '525,000', ' Royal Challengers Bangalore', ''], 1026: ['2013', 'Rudra Pratap Singh', 'Bowler', '400,000', ' Royal Challengers Bangalore', ''], 1027: ['2013', 'Moises Henriques', 'All-Rounder', '300,000', ' Royal Challengers Bangalore', ''], 1028: ['2013', 'Ravi Rampaul', 'Bowler', '290,000', ' Royal Challengers Bangalore', ''], 1029: ['2013', 'Pankaj Singh', 'Bowler', '150,000', ' Royal Challengers Bangalore', ''], 1030: ['2013', 'Daniel Christian', 'All-Rounder', '100,000', ' Royal Challengers Bangalore', ''], 1031: ['2013', 'Christopher Barnwell', 'All-Rounder', '50,000', ' Royal Challengers Bangalore', ''], 1032: ['2013', 'Thisara Perera', 'All-Rounder', '675,000', ' Sunrisers Hyderabad', ''], 1033: ['2013', 'Darren Sammy', 'All-Rounder', '425,000', ' Sunrisers Hyderabad', ''], 1034: ['2013', 'Sudeep Tyagi', 'Bowler', '100,000', ' Sunrisers Hyderabad', ''], 1035: ['2013', 'Clinton McKay', 'Bowler', '100,000', ' Sunrisers Hyderabad', ''], 1036: ['2013', 'Nathan McCullum', 'Bowler', '100,000', ' Sunrisers Hyderabad', ''], 1037: ['2013', 'Quinton De Kock', 'Wicket Keeper', '20,000', ' Sunrisers Hyderabad', '']}
1037
1037
In [10]:
# write the dict to csv file
ipl_players_df = pd.DataFrame.from_dict(players, orient = 'index', columns = ['Season', 'Name','Nationality','Type','Team','Price'])
ipl_players_df.head()
ipl_players_df.to_csv('IPL_player.csv') # write to CSV file
In [11]:
ipl_players_df.head() ###The code displays the first five rows of the DataFrame ipl_players_df, showing a preview of the player data.
Out[11]:
| Season | Name | Nationality | Type | Team | Price | |
|---|---|---|---|---|---|---|
| 1 | 2024 | Avanish Rao Aravelly | Indian | Wicket-Keeper | Chennai Super Kings | 20,00,000 |
| 2 | 2024 | Mustafizur Rahman | Overseas | Bowler | Chennai Super Kings | 2,00,00,000 |
| 3 | 2024 | Daryl Mitchell | Overseas | All-Rounder | Chennai Super Kings | 14,00,00,000 |
| 4 | 2024 | Sameer Rizvi | Indian | Batter | Chennai Super Kings | 8,40,00,000 |
| 5 | 2024 | Rachin Ravindra | Overseas | All-Rounder | Chennai Super Kings | 1,80,00,000 |
In [12]:
ipl_players_df.shape ###The code attempts to get the shape (rows, columns) of a DataFrame called ipl_players_df, indicating its size.
Out[12]:
(1037, 6)
In [13]:
ipl_players_df.isnull().sum() ####The code counts and returns the number of missing (null) values in each column of the DataFrame
Out[13]:
Season 0 Name 0 Nationality 0 Type 0 Team 0 Price 0 dtype: int64
In [14]:
### The code counts the number of duplicate rows in the ipl_players_df DataFrame, returning the total count of duplicates.
ipl_players_df.duplicated().sum()
Out[14]:
0
In [15]:
### The code ipl_players_df.info() displays concise summary information about the DataFrame, including data types, non-null counts, and memory usage.
ipl_players_df.info()
<class 'pandas.core.frame.DataFrame'> Int64Index: 1037 entries, 1 to 1037 Data columns (total 6 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Season 1037 non-null object 1 Name 1037 non-null object 2 Nationality 1037 non-null object 3 Type 1037 non-null object 4 Team 1037 non-null object 5 Price 1037 non-null object dtypes: object(6) memory usage: 56.7+ KB
In [16]:
#### The code generates summary statistics (like count, mean, etc.) for numerical columns in the ipl_players_df DataFrame.
ipl_players_df.describe()
Out[16]:
| Season | Name | Nationality | Type | Team | Price | |
|---|---|---|---|---|---|---|
| count | 1037 | 1037 | 1037 | 1037 | 1037 | 1037 |
| unique | 12 | 743 | 13 | 115 | 20 | 78 |
| top | 2022 | Jaydev Unadkat | Bowler | All-Rounder | Sunrisers Hyderabad | |
| freq | 204 | 8 | 233 | 131 | 131 | 681 |
In [17]:
## provides information about the data types of each column in the DataFrame named ipl_players_df.
ipl_players_df.dtypes
Out[17]:
Season object Name object Nationality object Type object Team object Price object dtype: object
In [18]:
ipl_players_df.head()
Out[18]:
| Season | Name | Nationality | Type | Team | Price | |
|---|---|---|---|---|---|---|
| 1 | 2024 | Avanish Rao Aravelly | Indian | Wicket-Keeper | Chennai Super Kings | 20,00,000 |
| 2 | 2024 | Mustafizur Rahman | Overseas | Bowler | Chennai Super Kings | 2,00,00,000 |
| 3 | 2024 | Daryl Mitchell | Overseas | All-Rounder | Chennai Super Kings | 14,00,00,000 |
| 4 | 2024 | Sameer Rizvi | Indian | Batter | Chennai Super Kings | 8,40,00,000 |
| 5 | 2024 | Rachin Ravindra | Overseas | All-Rounder | Chennai Super Kings | 1,80,00,000 |
In [19]:
## converts the 'Season' column in the ipl_players_df DataFrame from text to integer data type for numerical calculations of the 'Season' column.
ipl_players_df['Season'] = ipl_players_df['Season'].astype(int)
In [20]:
####The code determines the data type of the 'Season' column in the ipl_players_df DataFrame.
type(ipl_players_df['Season'])
Out[20]:
pandas.core.series.Series
In [21]:
#### The code checks the data type of the 'Season' column in the DataFrame 'ipl_players_df'.
ipl_players_df['Season'].dtype
Out[21]:
dtype('int32')
In [22]:
#### The code replaces commas with empty strings in the 'Price' column of the ipl_players_df DataFrame.
###This removes commas from price values, making them suitable for numerical operations.
ipl_players_df['Price'] = ipl_players_df['Price'].replace(',', '',regex=True)
In [23]:
ipl_players_df['Price'].dtype
Out[23]:
dtype('O')
In [24]:
ipl_players_df['Price'].dtype
Out[24]:
dtype('O')
In [25]:
ipl_players_df.head()
Out[25]:
| Season | Name | Nationality | Type | Team | Price | |
|---|---|---|---|---|---|---|
| 1 | 2024 | Avanish Rao Aravelly | Indian | Wicket-Keeper | Chennai Super Kings | 2000000 |
| 2 | 2024 | Mustafizur Rahman | Overseas | Bowler | Chennai Super Kings | 20000000 |
| 3 | 2024 | Daryl Mitchell | Overseas | All-Rounder | Chennai Super Kings | 140000000 |
| 4 | 2024 | Sameer Rizvi | Indian | Batter | Chennai Super Kings | 84000000 |
| 5 | 2024 | Rachin Ravindra | Overseas | All-Rounder | Chennai Super Kings | 18000000 |
In [26]:
ipl_players_df
Out[26]:
| Season | Name | Nationality | Type | Team | Price | |
|---|---|---|---|---|---|---|
| 1 | 2024 | Avanish Rao Aravelly | Indian | Wicket-Keeper | Chennai Super Kings | 2000000 |
| 2 | 2024 | Mustafizur Rahman | Overseas | Bowler | Chennai Super Kings | 20000000 |
| 3 | 2024 | Daryl Mitchell | Overseas | All-Rounder | Chennai Super Kings | 140000000 |
| 4 | 2024 | Sameer Rizvi | Indian | Batter | Chennai Super Kings | 84000000 |
| 5 | 2024 | Rachin Ravindra | Overseas | All-Rounder | Chennai Super Kings | 18000000 |
| ... | ... | ... | ... | ... | ... | ... |
| 1033 | 2013 | Darren Sammy | All-Rounder | 425,000 | Sunrisers Hyderabad | |
| 1034 | 2013 | Sudeep Tyagi | Bowler | 100,000 | Sunrisers Hyderabad | |
| 1035 | 2013 | Clinton McKay | Bowler | 100,000 | Sunrisers Hyderabad | |
| 1036 | 2013 | Nathan McCullum | Bowler | 100,000 | Sunrisers Hyderabad | |
| 1037 | 2013 | Quinton De Kock | Wicket Keeper | 20,000 | Sunrisers Hyderabad |
1037 rows × 6 columns
In [ ]:
In [ ]:
################# DATA PREPROCESSING OF RAW CSV FILE #############
In [27]:
################# CODED BY GOURAB BANERJEE (PRN 24030242019) AND SHOUVIK KAPAT ( PRN 24030242064) ########
In [28]:
import pandas as pd
In [29]:
### The code reads the CSV file "IPL_players.csv" located in the computer and creates a pandas DataFrame named "df".
df=pd.read_csv("C:/Users/goura/OneDrive/Desktop/Project_leadership/dpdm project/ipl/IPL_players.csv")
In [30]:
df
Out[30]:
| Unnamed: 0 | Season | Name | Nationality | Type | Team | Price | |
|---|---|---|---|---|---|---|---|
| 0 | 1 | 2024 | Avanish Rao Aravelly | Indian | Wicket-Keeper | Chennai Super Kings | 20,00,000 |
| 1 | 2 | 2024 | Mustafizur Rahman | Overseas | Bowler | Chennai Super Kings | 2,00,00,000 |
| 2 | 3 | 2024 | Daryl Mitchell | Overseas | All-Rounder | Chennai Super Kings | 14,00,00,000 |
| 3 | 4 | 2024 | Sameer Rizvi | Indian | Batter | Chennai Super Kings | 8,40,00,000 |
| 4 | 5 | 2024 | Rachin Ravindra | Overseas | All-Rounder | Chennai Super Kings | 1,80,00,000 |
| ... | ... | ... | ... | ... | ... | ... | ... |
| 1032 | 1033 | 2013 | Darren Sammy | All-Rounder | 4,25,000 | Sunrisers Hyderabad | NaN |
| 1033 | 1034 | 2013 | Sudeep Tyagi | Bowler | 1,00,000 | Sunrisers Hyderabad | NaN |
| 1034 | 1035 | 2013 | Clinton McKay | Bowler | 1,00,000 | Sunrisers Hyderabad | NaN |
| 1035 | 1036 | 2013 | Nathan McCullum | Bowler | 1,00,000 | Sunrisers Hyderabad | NaN |
| 1036 | 1037 | 2013 | Quinton De Kock | Wicket Keeper | 20,000 | Sunrisers Hyderabad | NaN |
1037 rows × 7 columns
In [31]:
### The code assigns the values from the 'Type' column (rows 0 to 356) to the 'Nationality' column (rows 0 to 356) in the DataFrame 'df'.
df.loc[0:356,'Nationality']=df.loc[0:356,'Type']
In [32]:
df.loc[0:356,'Type']=df.loc[0:356,'Price']
In [33]:
df.loc[0:1037,'Price']=None
In [34]:
df
Out[34]:
| Unnamed: 0 | Season | Name | Nationality | Type | Team | Price | |
|---|---|---|---|---|---|---|---|
| 0 | 1 | 2024 | Avanish Rao Aravelly | Wicket-Keeper | 20,00,000 | Chennai Super Kings | None |
| 1 | 2 | 2024 | Mustafizur Rahman | Bowler | 2,00,00,000 | Chennai Super Kings | None |
| 2 | 3 | 2024 | Daryl Mitchell | All-Rounder | 14,00,00,000 | Chennai Super Kings | None |
| 3 | 4 | 2024 | Sameer Rizvi | Batter | 8,40,00,000 | Chennai Super Kings | None |
| 4 | 5 | 2024 | Rachin Ravindra | All-Rounder | 1,80,00,000 | Chennai Super Kings | None |
| ... | ... | ... | ... | ... | ... | ... | ... |
| 1032 | 1033 | 2013 | Darren Sammy | All-Rounder | 4,25,000 | Sunrisers Hyderabad | None |
| 1033 | 1034 | 2013 | Sudeep Tyagi | Bowler | 1,00,000 | Sunrisers Hyderabad | None |
| 1034 | 1035 | 2013 | Clinton McKay | Bowler | 1,00,000 | Sunrisers Hyderabad | None |
| 1035 | 1036 | 2013 | Nathan McCullum | Bowler | 1,00,000 | Sunrisers Hyderabad | None |
| 1036 | 1037 | 2013 | Quinton De Kock | Wicket Keeper | 20,000 | Sunrisers Hyderabad | None |
1037 rows × 7 columns
In [35]:
####The code removes the 'Price' column from the DataFrame 'df' and updates the DataFrame in place.
df.drop(columns=['Price'],inplace=True)
In [36]:
print(df)
Unnamed: 0 Season Name Nationality Type \
0 1 2024 Avanish Rao Aravelly Wicket-Keeper 20,00,000
1 2 2024 Mustafizur Rahman Bowler 2,00,00,000
2 3 2024 Daryl Mitchell All-Rounder 14,00,00,000
3 4 2024 Sameer Rizvi Batter 8,40,00,000
4 5 2024 Rachin Ravindra All-Rounder 1,80,00,000
... ... ... ... ... ...
1032 1033 2013 Darren Sammy All-Rounder 4,25,000
1033 1034 2013 Sudeep Tyagi Bowler 1,00,000
1034 1035 2013 Clinton McKay Bowler 1,00,000
1035 1036 2013 Nathan McCullum Bowler 1,00,000
1036 1037 2013 Quinton De Kock Wicket Keeper 20,000
Team
0 Chennai Super Kings
1 Chennai Super Kings
2 Chennai Super Kings
3 Chennai Super Kings
4 Chennai Super Kings
... ...
1032 Sunrisers Hyderabad
1033 Sunrisers Hyderabad
1034 Sunrisers Hyderabad
1035 Sunrisers Hyderabad
1036 Sunrisers Hyderabad
[1037 rows x 6 columns]
In [37]:
#### The code prints a list of column names from a DataFrame named df.
print(df.columns.tolist())
['Unnamed: 0', 'Season', 'Name', 'Nationality', 'Type', 'Team']
In [38]:
df.columns=['Unnamed:0','Season','Name','Nationality','Price','Team']
In [39]:
##### create a temporary csv file dsda.csv from original raw csv file IPL_players.csv for data preprocessing
df.to_csv('dsda.csv',index=False)
In [40]:
#### df1 is the dataframe used to read the temporary file dsda.csv for data preprocessing
df1=pd.read_csv("C:/Users/goura/OneDrive/Desktop/Project_leadership/dpdm project/ipl/dsda.csv")
In [41]:
df1
Out[41]:
| Unnamed:0 | Season | Name | Nationality | Price | Team | |
|---|---|---|---|---|---|---|
| 0 | 1 | 2024 | Avanish Rao Aravelly | Wicket-Keeper | 20,00,000 | Chennai Super Kings |
| 1 | 2 | 2024 | Mustafizur Rahman | Bowler | 2,00,00,000 | Chennai Super Kings |
| 2 | 3 | 2024 | Daryl Mitchell | All-Rounder | 14,00,00,000 | Chennai Super Kings |
| 3 | 4 | 2024 | Sameer Rizvi | Batter | 8,40,00,000 | Chennai Super Kings |
| 4 | 5 | 2024 | Rachin Ravindra | All-Rounder | 1,80,00,000 | Chennai Super Kings |
| ... | ... | ... | ... | ... | ... | ... |
| 1032 | 1033 | 2013 | Darren Sammy | All-Rounder | 4,25,000 | Sunrisers Hyderabad |
| 1033 | 1034 | 2013 | Sudeep Tyagi | Bowler | 1,00,000 | Sunrisers Hyderabad |
| 1034 | 1035 | 2013 | Clinton McKay | Bowler | 1,00,000 | Sunrisers Hyderabad |
| 1035 | 1036 | 2013 | Nathan McCullum | Bowler | 1,00,000 | Sunrisers Hyderabad |
| 1036 | 1037 | 2013 | Quinton De Kock | Wicket Keeper | 20,000 | Sunrisers Hyderabad |
1037 rows × 6 columns
In [42]:
### create a temporary dataframe dpm
dpm=df1
In [43]:
dpm
Out[43]:
| Unnamed:0 | Season | Name | Nationality | Price | Team | |
|---|---|---|---|---|---|---|
| 0 | 1 | 2024 | Avanish Rao Aravelly | Wicket-Keeper | 20,00,000 | Chennai Super Kings |
| 1 | 2 | 2024 | Mustafizur Rahman | Bowler | 2,00,00,000 | Chennai Super Kings |
| 2 | 3 | 2024 | Daryl Mitchell | All-Rounder | 14,00,00,000 | Chennai Super Kings |
| 3 | 4 | 2024 | Sameer Rizvi | Batter | 8,40,00,000 | Chennai Super Kings |
| 4 | 5 | 2024 | Rachin Ravindra | All-Rounder | 1,80,00,000 | Chennai Super Kings |
| ... | ... | ... | ... | ... | ... | ... |
| 1032 | 1033 | 2013 | Darren Sammy | All-Rounder | 4,25,000 | Sunrisers Hyderabad |
| 1033 | 1034 | 2013 | Sudeep Tyagi | Bowler | 1,00,000 | Sunrisers Hyderabad |
| 1034 | 1035 | 2013 | Clinton McKay | Bowler | 1,00,000 | Sunrisers Hyderabad |
| 1035 | 1036 | 2013 | Nathan McCullum | Bowler | 1,00,000 | Sunrisers Hyderabad |
| 1036 | 1037 | 2013 | Quinton De Kock | Wicket Keeper | 20,000 | Sunrisers Hyderabad |
1037 rows × 6 columns
In [44]:
## describes the dataset in statistical way
dpm.describe()
Out[44]:
| Unnamed:0 | Season | |
|---|---|---|
| count | 1037.000000 | 1037.000000 |
| mean | 519.000000 | 2018.834137 |
| std | 299.500417 | 3.377113 |
| min | 1.000000 | 2013.000000 |
| 25% | 260.000000 | 2016.000000 |
| 50% | 519.000000 | 2019.000000 |
| 75% | 778.000000 | 2022.000000 |
| max | 1037.000000 | 2024.000000 |
In [45]:
#### information of the data set to check any anomaly in the dataset
dpm.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 1037 entries, 0 to 1036 Data columns (total 6 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Unnamed:0 1037 non-null int64 1 Season 1037 non-null int64 2 Name 1037 non-null object 3 Nationality 1037 non-null object 4 Price 1036 non-null object 5 Team 1037 non-null object dtypes: int64(2), object(4) memory usage: 48.7+ KB
In [46]:
#### checking the shape of the data set
dpm.shape
Out[46]:
(1037, 6)
In [47]:
#### checking the data type of the columns in the dataset
dpm.dtypes
Out[47]:
Unnamed:0 int64 Season int64 Name object Nationality object Price object Team object dtype: object
In [48]:
dpm.shape[0]
Out[48]:
1037
In [49]:
dpm.head()
Out[49]:
| Unnamed:0 | Season | Name | Nationality | Price | Team | |
|---|---|---|---|---|---|---|
| 0 | 1 | 2024 | Avanish Rao Aravelly | Wicket-Keeper | 20,00,000 | Chennai Super Kings |
| 1 | 2 | 2024 | Mustafizur Rahman | Bowler | 2,00,00,000 | Chennai Super Kings |
| 2 | 3 | 2024 | Daryl Mitchell | All-Rounder | 14,00,00,000 | Chennai Super Kings |
| 3 | 4 | 2024 | Sameer Rizvi | Batter | 8,40,00,000 | Chennai Super Kings |
| 4 | 5 | 2024 | Rachin Ravindra | All-Rounder | 1,80,00,000 | Chennai Super Kings |
In [50]:
dpm.head(10)
Out[50]:
| Unnamed:0 | Season | Name | Nationality | Price | Team | |
|---|---|---|---|---|---|---|
| 0 | 1 | 2024 | Avanish Rao Aravelly | Wicket-Keeper | 20,00,000 | Chennai Super Kings |
| 1 | 2 | 2024 | Mustafizur Rahman | Bowler | 2,00,00,000 | Chennai Super Kings |
| 2 | 3 | 2024 | Daryl Mitchell | All-Rounder | 14,00,00,000 | Chennai Super Kings |
| 3 | 4 | 2024 | Sameer Rizvi | Batter | 8,40,00,000 | Chennai Super Kings |
| 4 | 5 | 2024 | Rachin Ravindra | All-Rounder | 1,80,00,000 | Chennai Super Kings |
| 5 | 6 | 2024 | Shardul Thakur | All-Rounder | 4,00,00,000 | Chennai Super Kings |
| 6 | 7 | 2024 | Ricky Bhui | Wicket-Keeper | 20,00,000 | Delhi Capitals |
| 7 | 8 | 2024 | Sumit Kumar | All-Rounder | 1,00,00,000 | Delhi Capitals |
| 8 | 9 | 2024 | Swastik Chhikara | Batter | 20,00,000 | Delhi Capitals |
| 9 | 10 | 2024 | Jhye Richardson | Bowler | 5,00,00,000 | Delhi Capitals |
In [51]:
dpm.tail(23)
Out[51]:
| Unnamed:0 | Season | Name | Nationality | Price | Team | |
|---|---|---|---|---|---|---|
| 1014 | 1015 | 2013 | Ricky Ponting | Batsman | 4,00,000 | Mumbai Indians |
| 1015 | 1016 | 2013 | Philip Hughes | Batsman | 1,00,000 | Mumbai Indians |
| 1016 | 1017 | 2013 | Jacob Oram | All-Rounder | 50,000 | Mumbai Indians |
| 1017 | 1018 | 2013 | Ajantha Mendis | Bowler | 7,25,000 | Pune Warriors India |
| 1018 | 1019 | 2013 | Kane Richardson | Bowler | 7,00,000 | Pune Warriors India |
| 1019 | 1020 | 2013 | Abhishek Nayar | All-Rounder | 6,75,000 | Pune Warriors India |
| 1020 | 1021 | 2013 | Michael Clarke | Batsman | 4,00,000 | Pune Warriors India |
| 1021 | 1022 | 2013 | James Faulkner | All-Rounder | 4,00,000 | Rajasthan Royals |
| 1022 | 1023 | 2013 | Fidel Edwards | Bowler | 2,10,000 | Rajasthan Royals |
| 1023 | 1024 | 2013 | Kusal Janith Perera | Wicket Keeper | 20,000 | Rajasthan Royals |
| 1024 | 1025 | 2013 | Jaydev Unadkat | Bowler | 5,25,000 | Royal Challengers Bangalore |
| 1025 | 1026 | 2013 | Rudra Pratap Singh | Bowler | 4,00,000 | Royal Challengers Bangalore |
| 1026 | 1027 | 2013 | Moises Henriques | All-Rounder | 3,00,000 | Royal Challengers Bangalore |
| 1027 | 1028 | 2013 | Ravi Rampaul | Bowler | 2,90,000 | Royal Challengers Bangalore |
| 1028 | 1029 | 2013 | Pankaj Singh | Bowler | 1,50,000 | Royal Challengers Bangalore |
| 1029 | 1030 | 2013 | Daniel Christian | All-Rounder | 1,00,000 | Royal Challengers Bangalore |
| 1030 | 1031 | 2013 | Christopher Barnwell | All-Rounder | 50,000 | Royal Challengers Bangalore |
| 1031 | 1032 | 2013 | Thisara Perera | All-Rounder | 6,75,000 | Sunrisers Hyderabad |
| 1032 | 1033 | 2013 | Darren Sammy | All-Rounder | 4,25,000 | Sunrisers Hyderabad |
| 1033 | 1034 | 2013 | Sudeep Tyagi | Bowler | 1,00,000 | Sunrisers Hyderabad |
| 1034 | 1035 | 2013 | Clinton McKay | Bowler | 1,00,000 | Sunrisers Hyderabad |
| 1035 | 1036 | 2013 | Nathan McCullum | Bowler | 1,00,000 | Sunrisers Hyderabad |
| 1036 | 1037 | 2013 | Quinton De Kock | Wicket Keeper | 20,000 | Sunrisers Hyderabad |
In [52]:
##### displays the name of the columns of the dataset
dpm.columns
Out[52]:
Index(['Unnamed:0', 'Season', 'Name', 'Nationality', 'Price', 'Team'], dtype='object')
In [53]:
### displays the unique seasons of the dataset
dpm['Season'].unique()
Out[53]:
array([2024, 2023, 2022, 2021, 2020, 2019, 2018, 2017, 2016, 2015, 2014,
2013], dtype=int64)
In [54]:
dpm['Name'].unique()
Out[54]:
array(['Avanish Rao Aravelly ', 'Mustafizur Rahman ', 'Daryl Mitchell ',
'Sameer Rizvi ', 'Rachin Ravindra ', 'Shardul Thakur ',
'Ricky Bhui ', 'Sumit Kumar ', 'Swastik Chhikara ',
'Jhye Richardson ', 'Shai Hope ', 'Rasikh Dar ', 'Kumar Kushagra ',
'Tristan Stubbs ', 'Harry Brook ', 'Kartik Tyagi ',
'Spencer Johnson ', 'Manav Suthar ', 'Robin Minz ',
'Sushant Mishra ', 'Azmatullah Omarzai ', 'Shahrukh Khan ',
'Umesh Yadav ', 'Mujeeb Rahman ', 'Manish Pandey ',
'Gus Atkinson ', 'Angkrish Raghuvanshi ', 'Mitchell Starc ',
'Sherfane Rutherford ', 'Ramandeep Singh ', 'K.S. Bharat ',
'Chetan Sakariya ', 'Sakib Hussain ', 'Ashton Turner ',
'David Willey ', 'M. Siddharth ', 'Shivam Mavi ',
'Arshin Kulkarni ', 'Mohd. Arshad Khan ', 'Dilshan Madushanka ',
'Shreyas Gopal ', 'Shivalik Sharma ', 'Anshul Kamboj ',
'Mohammad Nabi ', 'Naman Dhir ', 'Nuwan Thushara ',
'Gerald Coetzee ', 'Chris Woakes ', 'Tanay Thyagarajann ',
'Vishwanath Pratap Singh ', 'Ashutosh Sharma ', 'Shashank Singh ',
'Rilee Rossouw ', 'Prince Choudhary ', 'Harshal Patel ',
'Shubham Dubey ', 'Rovman Powell ', 'Abid Mushtaq ',
'Nandre Burger ', 'Tom Kohler-Cadmore ', 'Lockie Ferguson ',
'Tom Curran ', 'Saurav Chuahan ', 'Alzarri Joseph ',
'Swapnil Singh ', 'Yash Dayal ', 'Jhathavedh Subramanyan ',
'Akash Singh ', 'Jaydev Unadkat ', 'Wanindu Hasaranga ',
'Pat Cummins ', 'Travis Head ', 'Ajinkya Rahane ',
'Bhagath Varma ', 'Kyle Jamieson ', 'Ajay Mandal ',
'Nishant Sindhu ', 'Shaik Rasheed ', 'Ben Stokes ', 'Phil Salt ',
'Ishant Sharma ', 'Mukesh Kumar ', 'Shivam Mavi ', 'Urvil Patel ',
'Mohit Sharma ', 'Joshua Little ', 'Kane Williamson ',
'Odean Smith ', 'Kulwant Khejroliya ', 'Shakib Al Hasan ',
'Vaibhav Arora ', 'N. Jagadeesan ', 'David Wiese ',
'Mandeep Singh ', 'Litton Das ', 'Suyash Sharma ', 'Amit Mishra ',
'Nicholas Pooran ', 'Romario Shepherd ', 'Daniel Sams ',
'Yudhvir Charak ', 'Prerak Mankad ', 'Yash Thakur ',
'Naveen Ul Haq ', 'Nehal Wadhera ', 'Raghav Goyal ',
'Cameron Green ', 'Vishnu Vinod ', 'Duan Jansen ',
'Piyush Chawla ', 'Shams Mulani ', 'Harpreet Bhatia ',
'Shivam Singh ', 'Vidwath Kaverappa ', 'Mohit Rathee ',
'Sam Curran ', 'Sikandar Raza ', 'Jason Holder ', 'Adam Zampa ',
'Abdul P A ', 'Akash Vashisht ', 'Donovan Ferreira ',
'Kunal Rathore ', 'Joe Root ', 'Murugan Ashwin ', 'K.M. Asif ',
'Sonu Yadav ', 'Himanshu Sharma ', 'Avinash Singh ',
'Manoj Bhandage ', 'Will Jacks ', 'Reece Topley ', 'Rajan Kumar ',
'Sanvir Singh ', 'Heinrich Klaasen ', 'Akeal Hosein ',
'Mayank Markande ', 'Adil Rashid ', 'Anmolpreet Singh ',
'Vivrant Sharma ', 'Samarth Vyas ', 'Upendra Singh Yadav ',
'Nitish Kumar Reddy ', 'Mayank Agarwal ', 'Mayank Dagar ',
'Robin Uthappa ', 'Dwayne Bravo ', 'Ambati Rayudu ',
'Deepak Chahar ', 'C.Hari Nishaanth ', 'Tushar Deshpande ',
'Shivam Dube ', 'Chris Jordan ', 'Maheesh Theekshana ',
'Rajvardhan Hangargekar ', 'Simarjeet Singh ', 'Devon Conway ',
'Dwaine Pretorius ', 'Mitchell Santner ', 'Adam Milne ',
'Subhranshu Senapati ', 'Mukesh Choudhary ', 'Prashant Solanki ',
'K.Bhagath Varma ', 'David Warner ', 'Mitchell Marsh ',
'Kuldeep Yadav ', 'Ashwin Hebbar ', 'Sarfaraz Khan ',
'Kamlesh Nagarkoti ', 'Syed Khaleel Ahmed ', 'Lungisani Ngidi ',
'Yash Dhull ', 'Vicky Ostwal ', 'Ripal Patel ', 'Lalit Yadav ',
'Tim Seifert ', 'Pravin Dubey ', 'Mohammad Shami ',
'David Miller ', 'Jason Roy ', 'Wriddhiman Saha ',
'Matthew Wade ', 'Abhinav Sadarangani ', 'Rahul Tewatia ',
'Noor Ahmad ', 'R. Sai Kishore ', 'Dominic Drakes ',
'Vijay Shankar ', 'Jayant Yadav ', 'Darshan Nalkande ',
'B. Sai Sudharsan ', 'Gurkeerat Singh ', 'Varun Aaron ',
'Pradeep Sangwan ', 'Shreyas Iyer ', 'Mohammad Nabi ',
'Nitish Rana ', 'Sam Billings ', 'Sheldon Jackson ',
'Rinku Singh ', 'Anukul Roy ', 'Alex Hales ', 'Tim Southee ',
'Baba Indrajith ', 'Chamika Karunaratne ', 'Abhijeet Tomar ',
'Aman Khan ', 'Ramesh Kumar ', 'Pratham Singh ', 'Ashok Sharma ',
'Quinton De Kock ', 'Krunal Pandya ', 'Mark Wood ', 'Avesh Khan ',
'Ankit Singh Rajpoot ', 'K. Gowtham ', 'Dushmanta Chameera ',
'Shahbaz Nadeem ', 'Manan Vohra ', 'Evin Lewis ', 'Mohsin Khan ',
'Mayank Yadav ', 'Ayush Badoni ', 'Kyle Mayers ', 'Karan Sharma ',
'Deepak Hooda ', 'Ishan Kishan ', 'Dewald Brevis ',
'Basil Thampi ', 'N. Tilak Varma ', 'Sanjay Yadav ',
'Jofra Archer ', 'Tymal Mills ', 'Tim David ', 'Aryan Juyal ',
'Fabian Allen ', 'Riley Meredith ', 'Rahul Buddhi ',
'Hrithik Shokeen ', 'Arjun Tendulkar ', 'Shikhar Dhawan ',
'Kagiso Rabada ', 'Jonny Bairstow ', 'Rahul Chahar ',
'Harpreet Brar ', 'Jitesh Sharma ', 'Prabhsimran Singh ',
'Ishan Porel ', 'Liam Livingstone ', 'Sandeep Sharma ',
'Raj Angad Bawa ', 'Rishi Dhawan ', 'Nathan Ellis ',
'Atharva Taide ', 'Bhanuka Rajapaksa ', 'Benny Howell ',
'Writtick Chatterjee ', 'Baltej Dhanda ', 'Ansh Patel ',
'R. Ashwin ', 'Trent Boult ', 'Shimron Hetmyer ',
'Devdutt Padikkal ', 'Prasidh Krishna ', 'Yuzvendra Chahal ',
'Riyan Parag ', 'K.C Cariappa ', 'James Neesham ',
'Nathan Coulter-Nile ', 'Navdeep Saini ', 'Kuldeep Sen ',
'Karun Nair ', 'Rassie Van Der Dussen ', 'Obed Mccoy ',
'Dhruv Jurel ', 'Tejas Baroka ', 'Kuldip Yadav ',
'Shubham Garhwal ', 'Anunay Singh ', 'Faf Du Plessis ',
'Dinesh Karthik ', 'Josh Hazlewood ', 'Shahbaz Ahamad ',
'Anuj Rawat ', 'Akash Deep ', 'Karn Sharma ', 'Mahipal Lomror ',
'Finn Allen ', 'Jason Behrendorff ', 'Siddharth Kaul ',
'Suyash Prabhudessai ', 'Luvnith Sisodia ', 'Chama Milind ',
'Aneeshwar Gautam ', 'Washington Sundar ', 'Bhuvneshwar Kumar ',
'T. Natarajan ', 'Priyam Garg ', 'Rahul Tripathi ',
'Abhishek Sharma ', 'Jagadeesha Suchith ', 'Aiden Markram ',
'Marco Jansen ', 'Glenn Phillips ', 'Fazalhaq Farooqi ',
'Sean Abbott ', 'R Samarth ', 'Shashank Singh ', 'Saurabh Dubey ',
'Steven Smith ', 'Sam Billings ', 'Lukman Hussain Meriwala ',
'M Siddharth ', 'Harbhajan Singh ', 'Ben Cutting ', 'Pawan Negi ',
'Venkatesh Iyer ', 'Arjun Tendulkar ', 'Moises Henriques ',
'Dawid Malan ', 'Jalaj Saxena ', 'Saurabh Kumar ',
'Utkarsh Singh ', 'Christopher Morris ', 'Glenn Maxwell ',
'Dan Christian ', 'Sachin Baby ', 'Rajat Patidar ',
'Mohammed Azharudeen ', 'Suyash Prabhudesai ',
'Kona Srikar Bharat ', 'Kedar Jadhav ', 'Mujeeb Zadran ',
'J Suchith ', 'Shimron Hetmyer', 'Marcus Stoinis', 'Alex Carey',
'Jason Roy', 'Chris Woakes', 'Mohit Sharma', 'Tushar Deshpande',
'Lalit Yadav', 'Glenn Maxwell', 'Sheldon Cottrell', 'Chris Jordan',
'Ravi Bishnoi', 'Prabhsimran Singh', 'Deepak Hooda',
'James Neesham', 'Tajinder Dhillon', 'Ishan Porel', 'Pat Cummins',
'Eoin Morgan', 'Varun Chakaravarthy', 'Tom Banton',
'Rahul Tripathi', 'Chris Green', 'Nikhil Shankar Naik',
'Pravin Tambe', 'M Siddharth', 'Nathan Coulter-Nile', 'Chris Lynn',
'Saurabh Tiwary', 'Digvijay Deshmukh', 'Prince Balwant Rai Singh',
'Mohsin Khan', 'Robin Uthappa', 'Jaydev Unadkat',
'Yashasvi Jaiswal', 'Kartik Tyagi', 'Tom Curran', 'Andrew Tye',
'Anuj Rawat', 'David Miller', 'Oshane Thomas ',
'Anirudha Ashok Joshi', 'Akash Singh', 'Christopher Morris',
'Aaron Finch', 'Kane Richardson', 'Dale Steyn', 'Isuru Udana',
'Shahbaz Ahamad', 'Joshua Philippe', 'Pavan Deshpande',
'Mitchell Marsh', 'Priyam Garg', 'Virat Singh', 'Fabian Allen',
'Sandeep Bavanaka', 'Sanjay Yadav', 'Abdul Samad', 'Colin Ingram',
'Axar Rajesh Patel', 'Hanuma Vihari', 'Sherfane Rutherford',
'Ishant Sharma', 'Keemo Paul', 'Jalaj Saxena', 'Ankush Bains',
'Nathu Singh', 'Bandaru Ayyappa', 'Sam Curran', 'Mohammad Shami',
'Nicolas Pooran', 'Moises Henriques', 'Hardus Viljoen',
'Darshan Nalkande', 'Sarfaraz Naushad Khan', 'Arshdeep Singh ',
'Agnivesh Ayachi', 'Harpreet Brar', 'M. Ashwin',
'Carlos Brathwaite', 'Joe Denly ', 'Harry Gurney',
'Shrikant Mundhe', 'Prithvi Raj Yarra', 'Anrich Nortje',
'Barinder Singh Sran', 'Lasith Malinga', 'Yuvraj Singh',
'Anmolpreet Singh', 'Pankaj Jaswal', 'Rasikh Dar', 'Varun Aaron',
'Ashton Turner', 'Liam Livingstone', 'Shashank Singh',
'Riyan Parag', 'Manan Vohra', 'Shubham Ranjane', 'Shivam Dube',
'Akshdeep Nath', 'Prayas Ray Barman', 'Himmat Singh',
'Gurkeerat Singh Mann', 'Heinrich Klaasen', 'Devdutt Padikkal',
'Milind Kumar', 'Jonny Bairstow ', 'Wriddhiman Saha',
'Martin Guptill', 'Kagiso Rabada', 'Amit Mishra', 'Shahbaz Nadeem',
'Vijay Shankar', 'Rahul Tewatia', 'Gautam Gambhir', 'Trent Boult',
'Colin Munro', 'Daniel Christian', 'Naman Ojha', 'Prithvi Shaw',
'Avesh Khan', 'Abhishek Sharma', 'Jayant Yadav', 'Harshal Patel',
'Manjot Kalra', 'Sandeep Lamichhane', 'Sayan Ghosh', 'KL Rahul',
'Ravichandran Ashwin', 'Karun Nair', 'Mujeeb Zadran',
'Ankit Singh Rajpoot', 'Christopher Gayle', 'Ben Dwarshuis',
'Manoj Tiwary', 'Mayank Agarwal', 'Manzoor Dar', 'Pardeep Sahu',
'Mayank Dagar', 'Mitchell Starc', 'Dinesh Karthik',
'Kuldeep Singh Yadav', 'Piyush Chawla', 'Nitish Rana',
'Kamlesh Nagarkoti', 'Shivam Mavi', 'Mitchell Johnson',
'Shubman Gill', 'Ranganath Vinay Kumar', 'Rinku Singh',
'Cameron Delport', 'Javon Searless', 'Apoorv Vijay Wankhade',
'Ishank Jaggi', 'Krunal Pandya', 'Ishan Kishan', 'Kieron Pollard',
'Evin Lewis', 'Suryakumar Yadav', 'Ben Cutting',
'Mustafizur Rahman', 'Rahul Chahar', 'Pradeep Sangwan',
'Jason Behrendorff', 'Jean-Paul Duminy', 'Akila Dhananjaya',
'Nidheesh M D Dinesan', 'Aditya Tare', 'Siddhesh Dinesh Lad',
'Mayank Markande', 'Sharad Lumba ', 'Anukul Roy',
'Benjamin Stokes', 'Sanju Samson', 'Jofra Archer',
'Krishnappa Gowtham', 'Jos Buttler', 'Ajinkya Rahane',
'Darcy Short', 'Dhawal Kulkarni', 'Zahir Khan Pakteen',
'Ben Laughlin', 'Stuart Binny', 'Dushmantha Chameera',
'Anureet Singh', 'Aryaman Vikram Birla', 'Midhun S',
'Shreyas Gopal', 'Prashant Chopra', 'Jatin Saxena', 'Ankit Sharma',
'Mahipal Lomror', 'Yuzvendra Singh Chahal', 'Umesh Yadav',
'Brendon McCullum', 'M.S. Washington Sundar', 'Navdeep Saini',
'Quinton De Kock', 'Mohammed Siraj', 'Colin De Grandhomme',
'Parthiv Patel', 'Moeen Ali', 'Mandeep Singh', 'Pawan Negi',
'Tim Southee', 'Kulwant Khejroliya', 'Aniket Choudhary',
'Manish Pandey', 'Rashid Khan Arman', 'Shikhar Dhawan',
'Siddarth Kaul', 'Syed Khaleel Ahmed', 'Sandeep Sharma',
'Kane Williamson', 'Shakib Al Hasan', 'Yusuf Pathan',
'Shreevats Goswami', 'Mohammad Nabi', 'Basil Thampi',
'Billy Stanlake', 'T Natarajan', 'Sachin Baby', 'Bipul Sharma',
'Syed Mehdi Hasan', 'Ricky Bhui', 'Tanmay Agarwal',
'Manpreet Gony', 'Munaf Patel', 'Shubam Agrawal',
'Tejas Singh Baroka', 'Chirag Suri', 'Pratham Singh',
'Shelley Shaurya', 'Matt Henry', 'Darren Sammy', 'Rishi Dhawan',
'Darren Bravo', 'Rovman Powell', 'R. Sanjay Yadav', 'Karn Sharma',
'Asela Gunarathna', 'Saurabh Kumar', 'Milind Tandon',
'Rahul Ajay Tripathi', 'Tymal Mills', 'Praveen Dubey',
'Eklavya Dwivedi', 'Praveen Kumar', 'Dwayne Smith', 'Jaydev Shah',
'Shadab Jakati', 'Shivil Kaushik', 'Sarabjit Ladda',
'Umang Sharma', 'Paras Dogra', 'Kyle Abbott', 'K.C. Cariappa',
'Farhaan Behardien', 'Armaan Jaffer', 'Swapnil Singh',
'John Hastings', 'Jason Holder', 'Rajagopal Sathish',
'Manan Ajay Sharma', 'Kishore Pramod Kamath', 'Deepak Punia',
'Jitesh Sharma', 'Kevin Pietersen', 'Irfan Pathan',
'Thisara Perera', 'Rajat Bhatia', 'Ashok Dinda', 'Scott Boland',
'Peter Handscomb', 'Rudra Pratap Singh', 'Adam Zampa',
'Ishwar Chandra Pandey', 'Deepak Chahar', 'Jaskaran Singh',
'Baba Aparajith', 'Shane Watson', 'Samuel Badree', 'Travis Head',
'Vikramjeet Malik', 'Akshay Karnewar', 'Iqbal Abdullah',
'Vikas Tokas', 'Ashish Nehra', 'Abhimanyu Mithun',
'Tirumalasetti Suman', 'Angelo Mathews', 'Zaheer Khan',
'Shreyas Iyer', 'Gurinder Sandhu', 'Domnic Joseph Muthuswamy',
'Albie Morkel', 'C.M. Gautam', 'Kona Srikar Bharat', 'K.K. Jiyaz',
'Murali Vijay', 'Yogesh Gowalkar', 'Brad Hogg', 'Aditya Garhwal',
'Sheldon Jackson', 'Sumit Narwal', 'Vaibhav Rawal', 'Pragyan Ojha',
'Mitchell McClenaghan', 'Aiden Blizzard', 'Hardik Pandya',
'Akshay Wakhare', 'J. Suchitch', 'Juan Theron',
'Barinder Singh Saran', 'Dinesh Salunkhe', 'Sagar Trivedi',
'David Wiese', 'Sean Abbott', 'Adam Milne',
'Subramaniam Badrinath', 'Shishir Bhavane', 'Ravi Bopara',
'Laxmi Ratan Shukla', 'Prasanth Padmanabhan', 'Ross Taylor',
'Kedar Jadhav', 'Rahul Sharma', 'Wayne Parnell', 'Rahul Shukla',
'HS Sharath', 'George Bailey', 'Virender Sehwag', 'Shaun Marsh',
'Cheteshwar Pujara', 'Beuran Hendricks', 'Lakshmipathy Balaji',
'Gurkirat Singh Mann', 'Murali Kartik', 'Mandeep Hardev Singh',
'Akshar Rajesh Patel', 'Parvinder Awana',
'Shardul Narendra Thakur', 'Shivam Sharma', 'Karanveer Singh',
'Jacques Kallis', 'Morne Morkel', 'Patrick Cummins',
'Ryan Ten Doeschate', 'Andre Russell', 'Manvinder Bisla',
'Veer Pratap Singh', 'Debabrata Das', 'Sayan Sekhar Mandal',
'Michael Hussey', 'Corey Anderson', 'Jasprit Bumrah',
'Josh Hazlewood', 'Marchant De Lange', 'Krismar Santokie',
'Ben Dunk', 'Pawan Suyal', 'Sushant Marathe', 'Steven Smith',
'Brad Hodge', 'Abhishek Nayar', 'Unmukt Chand', 'Dishant Yagnik',
'Kevon Cooper', 'Ankit Nagendra Sharma', 'Muttiah Muralitharan',
'Ravi Rampaul', 'Nic Maddinson', 'Vijay Zol', 'Abu Nechim Ahmed',
'Sachin Rana', 'Sandeep Warrier', 'Tanmay Mishra',
'Yogesh Takawale', 'David Warner', 'Bhuvneshwar Kumar',
'Parveez Rasool', 'Venugopal Rao', 'Brendan Taylor',
'Prasanth Parameswaran', 'Amit Paunikar', 'Ashish Reddy',
'Srikkanth Anirudha', 'Chama Milind', 'Manprit Juneja',
'Johan Botha', 'Jesse Ryder', 'Jeevan Mendis', 'Luke Pomersbach',
'Sachithra Senanayaka', 'Ryan McLaren', 'Ricky Ponting',
'Philip Hughes', 'Jacob Oram', 'Ajantha Mendis', 'Michael Clarke',
'James Faulkner', 'Fidel Edwards', 'Kusal Janith Perera',
'Pankaj Singh', 'Christopher Barnwell', 'Sudeep Tyagi',
'Clinton McKay', 'Nathan McCullum'], dtype=object)
In [55]:
dpm['Price'].unique()
Out[55]:
array(['20,00,000', '2,00,00,000', '14,00,00,000', '8,40,00,000',
'1,80,00,000', '4,00,00,000', '1,00,00,000', '5,00,00,000',
'75,00,000', '7,20,00,000', '50,00,000', '60,00,000',
'10,00,00,000', '3,60,00,000', '2,20,00,000', '7,40,00,000',
'5,80,00,000', '24,75,00,000', '1,50,00,000', '2,40,00,000',
'6,40,00,000', '4,60,00,000', '4,80,00,000', '4,20,00,000',
'8,00,00,000', '11,75,00,000', '40,00,000', '11,50,00,000',
'1,60,00,000', '20,50,00,000', '6,80,00,000', '16,25,00,000',
'5,50,00,000', '6,00,00,000', '1,20,00,000', '4,40,00,000',
'90,00,000', '16,00,00,000', '45,00,000', '17,50,00,000',
'18,50,00,000', '5,75,00,000', '30,00,000', '3,20,00,000',
'1,90,00,000', '70,00,000', '13,25,00,000', '5,25,00,000',
'2,60,00,000', '25,00,000', '8,25,00,000', '6,75,00,000',
'6,25,00,000', '6,50,00,000', '10,75,00,000', '1,10,00,000',
'65,00,000', '2,80,00,000', '3,00,00,000', '9,00,00,000',
'1,40,00,000', '1,70,00,000', '7,25,00,000', '12,25,00,000',
'55,00,000', '7,50,00,000', '8,75,00,000', '15,25,00,000',
'1,30,00,000', '9,25,00,000', '3,80,00,000', '8,50,00,000',
'7,75,00,000', '7,00,00,000', '3,40,00,000', '95,00,000',
'80,00,000', nan, '15,00,00,000', '14,25,00,000', '15,50,00,000',
'11,00,00,000', '7,60,00,000', '6,20,00,000', '5,60,00,000',
'9,60,00,000', '9,40,00,000', '8,80,00,000', '5,40,00,000',
'12,50,00,000', '85,00,000', '5,20,00,000', '10,00,000',
'3,50,00,000', '14,50,00,000', '12,00,00,000', '2,30,00,000',
'35,00,000', '2,10,00,000', '2,50,00,000', '4,50,00,000',
'9,50,00,000', '15,00,000', '10,50,00,000', '4,25,00,000',
'3,25,00,000', '4,75,00,000', '3,75,00,000', '4,50,000',
'2,60,000', '50,000', '5,00,000', '3,00,000', '6,25,000',
'4,00,000', '1,00,000', '7,25,000', '7,00,000', '6,75,000',
'2,10,000', '20,000', '5,25,000', '2,90,000', '1,50,000',
'4,25,000'], dtype=object)
In [56]:
df1
Out[56]:
| Unnamed:0 | Season | Name | Nationality | Price | Team | |
|---|---|---|---|---|---|---|
| 0 | 1 | 2024 | Avanish Rao Aravelly | Wicket-Keeper | 20,00,000 | Chennai Super Kings |
| 1 | 2 | 2024 | Mustafizur Rahman | Bowler | 2,00,00,000 | Chennai Super Kings |
| 2 | 3 | 2024 | Daryl Mitchell | All-Rounder | 14,00,00,000 | Chennai Super Kings |
| 3 | 4 | 2024 | Sameer Rizvi | Batter | 8,40,00,000 | Chennai Super Kings |
| 4 | 5 | 2024 | Rachin Ravindra | All-Rounder | 1,80,00,000 | Chennai Super Kings |
| ... | ... | ... | ... | ... | ... | ... |
| 1032 | 1033 | 2013 | Darren Sammy | All-Rounder | 4,25,000 | Sunrisers Hyderabad |
| 1033 | 1034 | 2013 | Sudeep Tyagi | Bowler | 1,00,000 | Sunrisers Hyderabad |
| 1034 | 1035 | 2013 | Clinton McKay | Bowler | 1,00,000 | Sunrisers Hyderabad |
| 1035 | 1036 | 2013 | Nathan McCullum | Bowler | 1,00,000 | Sunrisers Hyderabad |
| 1036 | 1037 | 2013 | Quinton De Kock | Wicket Keeper | 20,000 | Sunrisers Hyderabad |
1037 rows × 6 columns
In [57]:
###The code removes commas from all values in the DataFrame df1.
df1 = df1.replace(',','', regex=True)
In [58]:
####The code selects object columns from a DataFrame, converts them to numeric, and handles non-numeric values by converting them to NaN.
c = df.select_dtypes(object).columns
df[c] = df[c].apply(pd.to_numeric,errors='coerce')
In [59]:
df1
Out[59]:
| Unnamed:0 | Season | Name | Nationality | Price | Team | |
|---|---|---|---|---|---|---|
| 0 | 1 | 2024 | Avanish Rao Aravelly | Wicket-Keeper | 2000000 | Chennai Super Kings |
| 1 | 2 | 2024 | Mustafizur Rahman | Bowler | 20000000 | Chennai Super Kings |
| 2 | 3 | 2024 | Daryl Mitchell | All-Rounder | 140000000 | Chennai Super Kings |
| 3 | 4 | 2024 | Sameer Rizvi | Batter | 84000000 | Chennai Super Kings |
| 4 | 5 | 2024 | Rachin Ravindra | All-Rounder | 18000000 | Chennai Super Kings |
| ... | ... | ... | ... | ... | ... | ... |
| 1032 | 1033 | 2013 | Darren Sammy | All-Rounder | 425000 | Sunrisers Hyderabad |
| 1033 | 1034 | 2013 | Sudeep Tyagi | Bowler | 100000 | Sunrisers Hyderabad |
| 1034 | 1035 | 2013 | Clinton McKay | Bowler | 100000 | Sunrisers Hyderabad |
| 1035 | 1036 | 2013 | Nathan McCullum | Bowler | 100000 | Sunrisers Hyderabad |
| 1036 | 1037 | 2013 | Quinton De Kock | Wicket Keeper | 20000 | Sunrisers Hyderabad |
1037 rows × 6 columns
In [60]:
dpm.dtypes
Out[60]:
Unnamed:0 int64 Season int64 Name object Nationality object Price object Team object dtype: object
In [61]:
# Convert the column to float data type
df1['Price'] = df1['Price'].astype(float)
In [62]:
df1
Out[62]:
| Unnamed:0 | Season | Name | Nationality | Price | Team | |
|---|---|---|---|---|---|---|
| 0 | 1 | 2024 | Avanish Rao Aravelly | Wicket-Keeper | 2000000.0 | Chennai Super Kings |
| 1 | 2 | 2024 | Mustafizur Rahman | Bowler | 20000000.0 | Chennai Super Kings |
| 2 | 3 | 2024 | Daryl Mitchell | All-Rounder | 140000000.0 | Chennai Super Kings |
| 3 | 4 | 2024 | Sameer Rizvi | Batter | 84000000.0 | Chennai Super Kings |
| 4 | 5 | 2024 | Rachin Ravindra | All-Rounder | 18000000.0 | Chennai Super Kings |
| ... | ... | ... | ... | ... | ... | ... |
| 1032 | 1033 | 2013 | Darren Sammy | All-Rounder | 425000.0 | Sunrisers Hyderabad |
| 1033 | 1034 | 2013 | Sudeep Tyagi | Bowler | 100000.0 | Sunrisers Hyderabad |
| 1034 | 1035 | 2013 | Clinton McKay | Bowler | 100000.0 | Sunrisers Hyderabad |
| 1035 | 1036 | 2013 | Nathan McCullum | Bowler | 100000.0 | Sunrisers Hyderabad |
| 1036 | 1037 | 2013 | Quinton De Kock | Wicket Keeper | 20000.0 | Sunrisers Hyderabad |
1037 rows × 6 columns
In [63]:
#### displays the data type of the columns of the dataframe after preprocessing
df1.dtypes
Out[63]:
Unnamed:0 int64 Season int64 Name object Nationality object Price float64 Team object dtype: object
In [64]:
df1
Out[64]:
| Unnamed:0 | Season | Name | Nationality | Price | Team | |
|---|---|---|---|---|---|---|
| 0 | 1 | 2024 | Avanish Rao Aravelly | Wicket-Keeper | 2000000.0 | Chennai Super Kings |
| 1 | 2 | 2024 | Mustafizur Rahman | Bowler | 20000000.0 | Chennai Super Kings |
| 2 | 3 | 2024 | Daryl Mitchell | All-Rounder | 140000000.0 | Chennai Super Kings |
| 3 | 4 | 2024 | Sameer Rizvi | Batter | 84000000.0 | Chennai Super Kings |
| 4 | 5 | 2024 | Rachin Ravindra | All-Rounder | 18000000.0 | Chennai Super Kings |
| ... | ... | ... | ... | ... | ... | ... |
| 1032 | 1033 | 2013 | Darren Sammy | All-Rounder | 425000.0 | Sunrisers Hyderabad |
| 1033 | 1034 | 2013 | Sudeep Tyagi | Bowler | 100000.0 | Sunrisers Hyderabad |
| 1034 | 1035 | 2013 | Clinton McKay | Bowler | 100000.0 | Sunrisers Hyderabad |
| 1035 | 1036 | 2013 | Nathan McCullum | Bowler | 100000.0 | Sunrisers Hyderabad |
| 1036 | 1037 | 2013 | Quinton De Kock | Wicket Keeper | 20000.0 | Sunrisers Hyderabad |
1037 rows × 6 columns
In [65]:
### renames the unnamed column to SerialNo column and updates the other name of the columns
df1.columns=["SerialNo","Season","Name","Role","Price","Team"]
In [66]:
df1
Out[66]:
| SerialNo | Season | Name | Role | Price | Team | |
|---|---|---|---|---|---|---|
| 0 | 1 | 2024 | Avanish Rao Aravelly | Wicket-Keeper | 2000000.0 | Chennai Super Kings |
| 1 | 2 | 2024 | Mustafizur Rahman | Bowler | 20000000.0 | Chennai Super Kings |
| 2 | 3 | 2024 | Daryl Mitchell | All-Rounder | 140000000.0 | Chennai Super Kings |
| 3 | 4 | 2024 | Sameer Rizvi | Batter | 84000000.0 | Chennai Super Kings |
| 4 | 5 | 2024 | Rachin Ravindra | All-Rounder | 18000000.0 | Chennai Super Kings |
| ... | ... | ... | ... | ... | ... | ... |
| 1032 | 1033 | 2013 | Darren Sammy | All-Rounder | 425000.0 | Sunrisers Hyderabad |
| 1033 | 1034 | 2013 | Sudeep Tyagi | Bowler | 100000.0 | Sunrisers Hyderabad |
| 1034 | 1035 | 2013 | Clinton McKay | Bowler | 100000.0 | Sunrisers Hyderabad |
| 1035 | 1036 | 2013 | Nathan McCullum | Bowler | 100000.0 | Sunrisers Hyderabad |
| 1036 | 1037 | 2013 | Quinton De Kock | Wicket Keeper | 20000.0 | Sunrisers Hyderabad |
1037 rows × 6 columns
In [67]:
## due to the missing value in row 356 is deleted due to non availability of data
df1=df1.drop([356])
In [68]:
### the serial no 356 is removed and updated
df1[df1["SerialNo"]==356]
Out[68]:
| SerialNo | Season | Name | Role | Price | Team | |
|---|---|---|---|---|---|---|
| 355 | 356 | 2022 | Saurabh Dubey | Bowler | 2000000.0 | Sunrisers Hyderabad |
In [69]:
### the preprocessed data frame is now saved in a csv file called ipl_preprocessed.csv
df1.to_csv("ipl_preprocessed.csv",index=False)
In [70]:
df1
Out[70]:
| SerialNo | Season | Name | Role | Price | Team | |
|---|---|---|---|---|---|---|
| 0 | 1 | 2024 | Avanish Rao Aravelly | Wicket-Keeper | 2000000.0 | Chennai Super Kings |
| 1 | 2 | 2024 | Mustafizur Rahman | Bowler | 20000000.0 | Chennai Super Kings |
| 2 | 3 | 2024 | Daryl Mitchell | All-Rounder | 140000000.0 | Chennai Super Kings |
| 3 | 4 | 2024 | Sameer Rizvi | Batter | 84000000.0 | Chennai Super Kings |
| 4 | 5 | 2024 | Rachin Ravindra | All-Rounder | 18000000.0 | Chennai Super Kings |
| ... | ... | ... | ... | ... | ... | ... |
| 1032 | 1033 | 2013 | Darren Sammy | All-Rounder | 425000.0 | Sunrisers Hyderabad |
| 1033 | 1034 | 2013 | Sudeep Tyagi | Bowler | 100000.0 | Sunrisers Hyderabad |
| 1034 | 1035 | 2013 | Clinton McKay | Bowler | 100000.0 | Sunrisers Hyderabad |
| 1035 | 1036 | 2013 | Nathan McCullum | Bowler | 100000.0 | Sunrisers Hyderabad |
| 1036 | 1037 | 2013 | Quinton De Kock | Wicket Keeper | 20000.0 | Sunrisers Hyderabad |
1036 rows × 6 columns
In [ ]:
In [ ]:
In [71]:
################# DESCRIPTIVE ANALYSIS OF PREPROCESSED DATA #############
In [ ]:
############# CODED BY SHOUVIK KAPAT PRN NO. 24030242064 ############
In [ ]:
In [72]:
import pandas as pd
In [73]:
df1=pd.read_csv("C:/Users/goura/OneDrive/Desktop/Project_leadership/dpdm project/ipl/ipl_preprocessed.csv")
In [74]:
df1
Out[74]:
| SerialNo | Season | Name | Role | Price | Team | |
|---|---|---|---|---|---|---|
| 0 | 1 | 2024 | Avanish Rao Aravelly | Wicket-Keeper | 2000000.0 | Chennai Super Kings |
| 1 | 2 | 2024 | Mustafizur Rahman | Bowler | 20000000.0 | Chennai Super Kings |
| 2 | 3 | 2024 | Daryl Mitchell | All-Rounder | 140000000.0 | Chennai Super Kings |
| 3 | 4 | 2024 | Sameer Rizvi | Batter | 84000000.0 | Chennai Super Kings |
| 4 | 5 | 2024 | Rachin Ravindra | All-Rounder | 18000000.0 | Chennai Super Kings |
| ... | ... | ... | ... | ... | ... | ... |
| 1031 | 1033 | 2013 | Darren Sammy | All-Rounder | 425000.0 | Sunrisers Hyderabad |
| 1032 | 1034 | 2013 | Sudeep Tyagi | Bowler | 100000.0 | Sunrisers Hyderabad |
| 1033 | 1035 | 2013 | Clinton McKay | Bowler | 100000.0 | Sunrisers Hyderabad |
| 1034 | 1036 | 2013 | Nathan McCullum | Bowler | 100000.0 | Sunrisers Hyderabad |
| 1035 | 1037 | 2013 | Quinton De Kock | Wicket Keeper | 20000.0 | Sunrisers Hyderabad |
1036 rows × 6 columns
In [75]:
### temporary dataframe dpm is created for descriptive data analysis
dpm=df1
In [76]:
dpm
Out[76]:
| SerialNo | Season | Name | Role | Price | Team | |
|---|---|---|---|---|---|---|
| 0 | 1 | 2024 | Avanish Rao Aravelly | Wicket-Keeper | 2000000.0 | Chennai Super Kings |
| 1 | 2 | 2024 | Mustafizur Rahman | Bowler | 20000000.0 | Chennai Super Kings |
| 2 | 3 | 2024 | Daryl Mitchell | All-Rounder | 140000000.0 | Chennai Super Kings |
| 3 | 4 | 2024 | Sameer Rizvi | Batter | 84000000.0 | Chennai Super Kings |
| 4 | 5 | 2024 | Rachin Ravindra | All-Rounder | 18000000.0 | Chennai Super Kings |
| ... | ... | ... | ... | ... | ... | ... |
| 1031 | 1033 | 2013 | Darren Sammy | All-Rounder | 425000.0 | Sunrisers Hyderabad |
| 1032 | 1034 | 2013 | Sudeep Tyagi | Bowler | 100000.0 | Sunrisers Hyderabad |
| 1033 | 1035 | 2013 | Clinton McKay | Bowler | 100000.0 | Sunrisers Hyderabad |
| 1034 | 1036 | 2013 | Nathan McCullum | Bowler | 100000.0 | Sunrisers Hyderabad |
| 1035 | 1037 | 2013 | Quinton De Kock | Wicket Keeper | 20000.0 | Sunrisers Hyderabad |
1036 rows × 6 columns
In [77]:
### entire data frame is described
dpm.describe()
Out[77]:
| SerialNo | Season | Price | |
|---|---|---|---|
| count | 1036.000000 | 1036.000000 | 1.036000e+03 |
| mean | 519.156371 | 2018.832046 | 2.122548e+07 |
| std | 299.602714 | 3.378073 | 3.117931e+07 |
| min | 1.000000 | 2013.000000 | 2.000000e+04 |
| 25% | 259.750000 | 2016.000000 | 2.000000e+06 |
| 50% | 519.500000 | 2019.000000 | 7.500000e+06 |
| 75% | 778.250000 | 2022.000000 | 2.600000e+07 |
| max | 1037.000000 | 2024.000000 | 2.475000e+08 |
In [78]:
### information of the data frame is shown
dpm.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 1036 entries, 0 to 1035 Data columns (total 6 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 SerialNo 1036 non-null int64 1 Season 1036 non-null int64 2 Name 1036 non-null object 3 Role 1036 non-null object 4 Price 1036 non-null float64 5 Team 1036 non-null object dtypes: float64(1), int64(2), object(3) memory usage: 48.7+ KB
In [79]:
#### shape of the data frame is shown
dpm.shape
Out[79]:
(1036, 6)
In [80]:
### type of the data in the dataframe is shown
dpm.dtypes
Out[80]:
SerialNo int64 Season int64 Name object Role object Price float64 Team object dtype: object
In [81]:
### shape of the dataframe is shown
dpm.shape[0]
Out[81]:
1036
In [82]:
#### top 5 values of the dataframe is shown
dpm.head()
Out[82]:
| SerialNo | Season | Name | Role | Price | Team | |
|---|---|---|---|---|---|---|
| 0 | 1 | 2024 | Avanish Rao Aravelly | Wicket-Keeper | 2000000.0 | Chennai Super Kings |
| 1 | 2 | 2024 | Mustafizur Rahman | Bowler | 20000000.0 | Chennai Super Kings |
| 2 | 3 | 2024 | Daryl Mitchell | All-Rounder | 140000000.0 | Chennai Super Kings |
| 3 | 4 | 2024 | Sameer Rizvi | Batter | 84000000.0 | Chennai Super Kings |
| 4 | 5 | 2024 | Rachin Ravindra | All-Rounder | 18000000.0 | Chennai Super Kings |
In [83]:
### the top 17 is now shown
dpm.head(17)
Out[83]:
| SerialNo | Season | Name | Role | Price | Team | |
|---|---|---|---|---|---|---|
| 0 | 1 | 2024 | Avanish Rao Aravelly | Wicket-Keeper | 2000000.0 | Chennai Super Kings |
| 1 | 2 | 2024 | Mustafizur Rahman | Bowler | 20000000.0 | Chennai Super Kings |
| 2 | 3 | 2024 | Daryl Mitchell | All-Rounder | 140000000.0 | Chennai Super Kings |
| 3 | 4 | 2024 | Sameer Rizvi | Batter | 84000000.0 | Chennai Super Kings |
| 4 | 5 | 2024 | Rachin Ravindra | All-Rounder | 18000000.0 | Chennai Super Kings |
| 5 | 6 | 2024 | Shardul Thakur | All-Rounder | 40000000.0 | Chennai Super Kings |
| 6 | 7 | 2024 | Ricky Bhui | Wicket-Keeper | 2000000.0 | Delhi Capitals |
| 7 | 8 | 2024 | Sumit Kumar | All-Rounder | 10000000.0 | Delhi Capitals |
| 8 | 9 | 2024 | Swastik Chhikara | Batter | 2000000.0 | Delhi Capitals |
| 9 | 10 | 2024 | Jhye Richardson | Bowler | 50000000.0 | Delhi Capitals |
| 10 | 11 | 2024 | Shai Hope | Wicket-Keeper | 7500000.0 | Delhi Capitals |
| 11 | 12 | 2024 | Rasikh Dar | Bowler | 2000000.0 | Delhi Capitals |
| 12 | 13 | 2024 | Kumar Kushagra | Wicket-Keeper | 72000000.0 | Delhi Capitals |
| 13 | 14 | 2024 | Tristan Stubbs | Wicket-Keeper | 5000000.0 | Delhi Capitals |
| 14 | 15 | 2024 | Harry Brook | Batter | 40000000.0 | Delhi Capitals |
| 15 | 16 | 2024 | Kartik Tyagi | Bowler | 6000000.0 | Gujarat Titans |
| 16 | 17 | 2024 | Spencer Johnson | Bowler | 100000000.0 | Gujarat Titans |
In [84]:
#### the bottom 17 is now shown
dpm.tail(23)
Out[84]:
| SerialNo | Season | Name | Role | Price | Team | |
|---|---|---|---|---|---|---|
| 1013 | 1015 | 2013 | Ricky Ponting | Batsman | 400000.0 | Mumbai Indians |
| 1014 | 1016 | 2013 | Philip Hughes | Batsman | 100000.0 | Mumbai Indians |
| 1015 | 1017 | 2013 | Jacob Oram | All-Rounder | 50000.0 | Mumbai Indians |
| 1016 | 1018 | 2013 | Ajantha Mendis | Bowler | 725000.0 | Pune Warriors India |
| 1017 | 1019 | 2013 | Kane Richardson | Bowler | 700000.0 | Pune Warriors India |
| 1018 | 1020 | 2013 | Abhishek Nayar | All-Rounder | 675000.0 | Pune Warriors India |
| 1019 | 1021 | 2013 | Michael Clarke | Batsman | 400000.0 | Pune Warriors India |
| 1020 | 1022 | 2013 | James Faulkner | All-Rounder | 400000.0 | Rajasthan Royals |
| 1021 | 1023 | 2013 | Fidel Edwards | Bowler | 210000.0 | Rajasthan Royals |
| 1022 | 1024 | 2013 | Kusal Janith Perera | Wicket Keeper | 20000.0 | Rajasthan Royals |
| 1023 | 1025 | 2013 | Jaydev Unadkat | Bowler | 525000.0 | Royal Challengers Bangalore |
| 1024 | 1026 | 2013 | Rudra Pratap Singh | Bowler | 400000.0 | Royal Challengers Bangalore |
| 1025 | 1027 | 2013 | Moises Henriques | All-Rounder | 300000.0 | Royal Challengers Bangalore |
| 1026 | 1028 | 2013 | Ravi Rampaul | Bowler | 290000.0 | Royal Challengers Bangalore |
| 1027 | 1029 | 2013 | Pankaj Singh | Bowler | 150000.0 | Royal Challengers Bangalore |
| 1028 | 1030 | 2013 | Daniel Christian | All-Rounder | 100000.0 | Royal Challengers Bangalore |
| 1029 | 1031 | 2013 | Christopher Barnwell | All-Rounder | 50000.0 | Royal Challengers Bangalore |
| 1030 | 1032 | 2013 | Thisara Perera | All-Rounder | 675000.0 | Sunrisers Hyderabad |
| 1031 | 1033 | 2013 | Darren Sammy | All-Rounder | 425000.0 | Sunrisers Hyderabad |
| 1032 | 1034 | 2013 | Sudeep Tyagi | Bowler | 100000.0 | Sunrisers Hyderabad |
| 1033 | 1035 | 2013 | Clinton McKay | Bowler | 100000.0 | Sunrisers Hyderabad |
| 1034 | 1036 | 2013 | Nathan McCullum | Bowler | 100000.0 | Sunrisers Hyderabad |
| 1035 | 1037 | 2013 | Quinton De Kock | Wicket Keeper | 20000.0 | Sunrisers Hyderabad |
In [85]:
### column names are displayed
dpm.columns
Out[85]:
Index(['SerialNo', 'Season', 'Name', 'Role', 'Price', 'Team'], dtype='object')
In [86]:
#### unique season names are shown
dpm['Season'].unique()
Out[86]:
array([2024, 2023, 2022, 2021, 2020, 2019, 2018, 2017, 2016, 2015, 2014,
2013], dtype=int64)
In [87]:
### unique names of players are also displayed
dpm['Name'].unique()
Out[87]:
array(['Avanish Rao Aravelly ', 'Mustafizur Rahman ', 'Daryl Mitchell ',
'Sameer Rizvi ', 'Rachin Ravindra ', 'Shardul Thakur ',
'Ricky Bhui ', 'Sumit Kumar ', 'Swastik Chhikara ',
'Jhye Richardson ', 'Shai Hope ', 'Rasikh Dar ', 'Kumar Kushagra ',
'Tristan Stubbs ', 'Harry Brook ', 'Kartik Tyagi ',
'Spencer Johnson ', 'Manav Suthar ', 'Robin Minz ',
'Sushant Mishra ', 'Azmatullah Omarzai ', 'Shahrukh Khan ',
'Umesh Yadav ', 'Mujeeb Rahman ', 'Manish Pandey ',
'Gus Atkinson ', 'Angkrish Raghuvanshi ', 'Mitchell Starc ',
'Sherfane Rutherford ', 'Ramandeep Singh ', 'K.S. Bharat ',
'Chetan Sakariya ', 'Sakib Hussain ', 'Ashton Turner ',
'David Willey ', 'M. Siddharth ', 'Shivam Mavi ',
'Arshin Kulkarni ', 'Mohd. Arshad Khan ', 'Dilshan Madushanka ',
'Shreyas Gopal ', 'Shivalik Sharma ', 'Anshul Kamboj ',
'Mohammad Nabi ', 'Naman Dhir ', 'Nuwan Thushara ',
'Gerald Coetzee ', 'Chris Woakes ', 'Tanay Thyagarajann ',
'Vishwanath Pratap Singh ', 'Ashutosh Sharma ', 'Shashank Singh ',
'Rilee Rossouw ', 'Prince Choudhary ', 'Harshal Patel ',
'Shubham Dubey ', 'Rovman Powell ', 'Abid Mushtaq ',
'Nandre Burger ', 'Tom Kohler-Cadmore ', 'Lockie Ferguson ',
'Tom Curran ', 'Saurav Chuahan ', 'Alzarri Joseph ',
'Swapnil Singh ', 'Yash Dayal ', 'Jhathavedh Subramanyan ',
'Akash Singh ', 'Jaydev Unadkat ', 'Wanindu Hasaranga ',
'Pat Cummins ', 'Travis Head ', 'Ajinkya Rahane ',
'Bhagath Varma ', 'Kyle Jamieson ', 'Ajay Mandal ',
'Nishant Sindhu ', 'Shaik Rasheed ', 'Ben Stokes ', 'Phil Salt ',
'Ishant Sharma ', 'Mukesh Kumar ', 'Shivam Mavi ', 'Urvil Patel ',
'Mohit Sharma ', 'Joshua Little ', 'Kane Williamson ',
'Odean Smith ', 'Kulwant Khejroliya ', 'Shakib Al Hasan ',
'Vaibhav Arora ', 'N. Jagadeesan ', 'David Wiese ',
'Mandeep Singh ', 'Litton Das ', 'Suyash Sharma ', 'Amit Mishra ',
'Nicholas Pooran ', 'Romario Shepherd ', 'Daniel Sams ',
'Yudhvir Charak ', 'Prerak Mankad ', 'Yash Thakur ',
'Naveen Ul Haq ', 'Nehal Wadhera ', 'Raghav Goyal ',
'Cameron Green ', 'Vishnu Vinod ', 'Duan Jansen ',
'Piyush Chawla ', 'Shams Mulani ', 'Harpreet Bhatia ',
'Shivam Singh ', 'Vidwath Kaverappa ', 'Mohit Rathee ',
'Sam Curran ', 'Sikandar Raza ', 'Jason Holder ', 'Adam Zampa ',
'Abdul P A ', 'Akash Vashisht ', 'Donovan Ferreira ',
'Kunal Rathore ', 'Joe Root ', 'Murugan Ashwin ', 'K.M. Asif ',
'Sonu Yadav ', 'Himanshu Sharma ', 'Avinash Singh ',
'Manoj Bhandage ', 'Will Jacks ', 'Reece Topley ', 'Rajan Kumar ',
'Sanvir Singh ', 'Heinrich Klaasen ', 'Akeal Hosein ',
'Mayank Markande ', 'Adil Rashid ', 'Anmolpreet Singh ',
'Vivrant Sharma ', 'Samarth Vyas ', 'Upendra Singh Yadav ',
'Nitish Kumar Reddy ', 'Mayank Agarwal ', 'Mayank Dagar ',
'Robin Uthappa ', 'Dwayne Bravo ', 'Ambati Rayudu ',
'Deepak Chahar ', 'C.Hari Nishaanth ', 'Tushar Deshpande ',
'Shivam Dube ', 'Chris Jordan ', 'Maheesh Theekshana ',
'Rajvardhan Hangargekar ', 'Simarjeet Singh ', 'Devon Conway ',
'Dwaine Pretorius ', 'Mitchell Santner ', 'Adam Milne ',
'Subhranshu Senapati ', 'Mukesh Choudhary ', 'Prashant Solanki ',
'K.Bhagath Varma ', 'David Warner ', 'Mitchell Marsh ',
'Kuldeep Yadav ', 'Ashwin Hebbar ', 'Sarfaraz Khan ',
'Kamlesh Nagarkoti ', 'Syed Khaleel Ahmed ', 'Lungisani Ngidi ',
'Yash Dhull ', 'Vicky Ostwal ', 'Ripal Patel ', 'Lalit Yadav ',
'Tim Seifert ', 'Pravin Dubey ', 'Mohammad Shami ',
'David Miller ', 'Jason Roy ', 'Wriddhiman Saha ',
'Matthew Wade ', 'Abhinav Sadarangani ', 'Rahul Tewatia ',
'Noor Ahmad ', 'R. Sai Kishore ', 'Dominic Drakes ',
'Vijay Shankar ', 'Jayant Yadav ', 'Darshan Nalkande ',
'B. Sai Sudharsan ', 'Gurkeerat Singh ', 'Varun Aaron ',
'Pradeep Sangwan ', 'Shreyas Iyer ', 'Mohammad Nabi ',
'Nitish Rana ', 'Sam Billings ', 'Sheldon Jackson ',
'Rinku Singh ', 'Anukul Roy ', 'Alex Hales ', 'Tim Southee ',
'Baba Indrajith ', 'Chamika Karunaratne ', 'Abhijeet Tomar ',
'Aman Khan ', 'Ramesh Kumar ', 'Pratham Singh ', 'Ashok Sharma ',
'Quinton De Kock ', 'Krunal Pandya ', 'Mark Wood ', 'Avesh Khan ',
'Ankit Singh Rajpoot ', 'K. Gowtham ', 'Dushmanta Chameera ',
'Shahbaz Nadeem ', 'Manan Vohra ', 'Evin Lewis ', 'Mohsin Khan ',
'Mayank Yadav ', 'Ayush Badoni ', 'Kyle Mayers ', 'Karan Sharma ',
'Deepak Hooda ', 'Ishan Kishan ', 'Dewald Brevis ',
'Basil Thampi ', 'N. Tilak Varma ', 'Sanjay Yadav ',
'Jofra Archer ', 'Tymal Mills ', 'Tim David ', 'Aryan Juyal ',
'Fabian Allen ', 'Riley Meredith ', 'Rahul Buddhi ',
'Hrithik Shokeen ', 'Arjun Tendulkar ', 'Shikhar Dhawan ',
'Kagiso Rabada ', 'Jonny Bairstow ', 'Rahul Chahar ',
'Harpreet Brar ', 'Jitesh Sharma ', 'Prabhsimran Singh ',
'Ishan Porel ', 'Liam Livingstone ', 'Sandeep Sharma ',
'Raj Angad Bawa ', 'Rishi Dhawan ', 'Nathan Ellis ',
'Atharva Taide ', 'Bhanuka Rajapaksa ', 'Benny Howell ',
'Writtick Chatterjee ', 'Baltej Dhanda ', 'Ansh Patel ',
'R. Ashwin ', 'Trent Boult ', 'Shimron Hetmyer ',
'Devdutt Padikkal ', 'Prasidh Krishna ', 'Yuzvendra Chahal ',
'Riyan Parag ', 'K.C Cariappa ', 'James Neesham ',
'Nathan Coulter-Nile ', 'Navdeep Saini ', 'Kuldeep Sen ',
'Karun Nair ', 'Rassie Van Der Dussen ', 'Obed Mccoy ',
'Dhruv Jurel ', 'Tejas Baroka ', 'Kuldip Yadav ',
'Shubham Garhwal ', 'Anunay Singh ', 'Faf Du Plessis ',
'Dinesh Karthik ', 'Josh Hazlewood ', 'Shahbaz Ahamad ',
'Anuj Rawat ', 'Akash Deep ', 'Karn Sharma ', 'Mahipal Lomror ',
'Finn Allen ', 'Jason Behrendorff ', 'Siddharth Kaul ',
'Suyash Prabhudessai ', 'Luvnith Sisodia ', 'Chama Milind ',
'Aneeshwar Gautam ', 'Washington Sundar ', 'Bhuvneshwar Kumar ',
'T. Natarajan ', 'Priyam Garg ', 'Rahul Tripathi ',
'Abhishek Sharma ', 'Jagadeesha Suchith ', 'Aiden Markram ',
'Marco Jansen ', 'Glenn Phillips ', 'Fazalhaq Farooqi ',
'Sean Abbott ', 'R Samarth ', 'Shashank Singh ', 'Saurabh Dubey ',
'Steven Smith ', 'Sam Billings ', 'Lukman Hussain Meriwala ',
'M Siddharth ', 'Harbhajan Singh ', 'Ben Cutting ', 'Pawan Negi ',
'Venkatesh Iyer ', 'Arjun Tendulkar ', 'Moises Henriques ',
'Dawid Malan ', 'Jalaj Saxena ', 'Saurabh Kumar ',
'Utkarsh Singh ', 'Christopher Morris ', 'Glenn Maxwell ',
'Dan Christian ', 'Sachin Baby ', 'Rajat Patidar ',
'Mohammed Azharudeen ', 'Suyash Prabhudesai ',
'Kona Srikar Bharat ', 'Kedar Jadhav ', 'Mujeeb Zadran ',
'J Suchith ', 'Shimron Hetmyer', 'Marcus Stoinis', 'Alex Carey',
'Jason Roy', 'Chris Woakes', 'Mohit Sharma', 'Tushar Deshpande',
'Lalit Yadav', 'Glenn Maxwell', 'Sheldon Cottrell', 'Chris Jordan',
'Ravi Bishnoi', 'Prabhsimran Singh', 'Deepak Hooda',
'James Neesham', 'Tajinder Dhillon', 'Ishan Porel', 'Pat Cummins',
'Eoin Morgan', 'Varun Chakaravarthy', 'Tom Banton',
'Rahul Tripathi', 'Chris Green', 'Nikhil Shankar Naik',
'Pravin Tambe', 'M Siddharth', 'Nathan Coulter-Nile', 'Chris Lynn',
'Saurabh Tiwary', 'Digvijay Deshmukh', 'Prince Balwant Rai Singh',
'Mohsin Khan', 'Robin Uthappa', 'Jaydev Unadkat',
'Yashasvi Jaiswal', 'Kartik Tyagi', 'Tom Curran', 'Andrew Tye',
'Anuj Rawat', 'David Miller', 'Oshane Thomas ',
'Anirudha Ashok Joshi', 'Akash Singh', 'Christopher Morris',
'Aaron Finch', 'Kane Richardson', 'Dale Steyn', 'Isuru Udana',
'Shahbaz Ahamad', 'Joshua Philippe', 'Pavan Deshpande',
'Mitchell Marsh', 'Priyam Garg', 'Virat Singh', 'Fabian Allen',
'Sandeep Bavanaka', 'Sanjay Yadav', 'Abdul Samad', 'Colin Ingram',
'Axar Rajesh Patel', 'Hanuma Vihari', 'Sherfane Rutherford',
'Ishant Sharma', 'Keemo Paul', 'Jalaj Saxena', 'Ankush Bains',
'Nathu Singh', 'Bandaru Ayyappa', 'Sam Curran', 'Mohammad Shami',
'Nicolas Pooran', 'Moises Henriques', 'Hardus Viljoen',
'Darshan Nalkande', 'Sarfaraz Naushad Khan', 'Arshdeep Singh ',
'Agnivesh Ayachi', 'Harpreet Brar', 'M. Ashwin',
'Carlos Brathwaite', 'Joe Denly ', 'Harry Gurney',
'Shrikant Mundhe', 'Prithvi Raj Yarra', 'Anrich Nortje',
'Barinder Singh Sran', 'Lasith Malinga', 'Yuvraj Singh',
'Anmolpreet Singh', 'Pankaj Jaswal', 'Rasikh Dar', 'Varun Aaron',
'Ashton Turner', 'Liam Livingstone', 'Shashank Singh',
'Riyan Parag', 'Manan Vohra', 'Shubham Ranjane', 'Shivam Dube',
'Akshdeep Nath', 'Prayas Ray Barman', 'Himmat Singh',
'Gurkeerat Singh Mann', 'Heinrich Klaasen', 'Devdutt Padikkal',
'Milind Kumar', 'Jonny Bairstow ', 'Wriddhiman Saha',
'Martin Guptill', 'Kagiso Rabada', 'Amit Mishra', 'Shahbaz Nadeem',
'Vijay Shankar', 'Rahul Tewatia', 'Gautam Gambhir', 'Trent Boult',
'Colin Munro', 'Daniel Christian', 'Naman Ojha', 'Prithvi Shaw',
'Avesh Khan', 'Abhishek Sharma', 'Jayant Yadav', 'Harshal Patel',
'Manjot Kalra', 'Sandeep Lamichhane', 'Sayan Ghosh', 'KL Rahul',
'Ravichandran Ashwin', 'Karun Nair', 'Mujeeb Zadran',
'Ankit Singh Rajpoot', 'Christopher Gayle', 'Ben Dwarshuis',
'Manoj Tiwary', 'Mayank Agarwal', 'Manzoor Dar', 'Pardeep Sahu',
'Mayank Dagar', 'Mitchell Starc', 'Dinesh Karthik',
'Kuldeep Singh Yadav', 'Piyush Chawla', 'Nitish Rana',
'Kamlesh Nagarkoti', 'Shivam Mavi', 'Mitchell Johnson',
'Shubman Gill', 'Ranganath Vinay Kumar', 'Rinku Singh',
'Cameron Delport', 'Javon Searless', 'Apoorv Vijay Wankhade',
'Ishank Jaggi', 'Krunal Pandya', 'Ishan Kishan', 'Kieron Pollard',
'Evin Lewis', 'Suryakumar Yadav', 'Ben Cutting',
'Mustafizur Rahman', 'Rahul Chahar', 'Pradeep Sangwan',
'Jason Behrendorff', 'Jean-Paul Duminy', 'Akila Dhananjaya',
'Nidheesh M D Dinesan', 'Aditya Tare', 'Siddhesh Dinesh Lad',
'Mayank Markande', 'Sharad Lumba ', 'Anukul Roy',
'Benjamin Stokes', 'Sanju Samson', 'Jofra Archer',
'Krishnappa Gowtham', 'Jos Buttler', 'Ajinkya Rahane',
'Darcy Short', 'Dhawal Kulkarni', 'Zahir Khan Pakteen',
'Ben Laughlin', 'Stuart Binny', 'Dushmantha Chameera',
'Anureet Singh', 'Aryaman Vikram Birla', 'Midhun S',
'Shreyas Gopal', 'Prashant Chopra', 'Jatin Saxena', 'Ankit Sharma',
'Mahipal Lomror', 'Yuzvendra Singh Chahal', 'Umesh Yadav',
'Brendon McCullum', 'M.S. Washington Sundar', 'Navdeep Saini',
'Quinton De Kock', 'Mohammed Siraj', 'Colin De Grandhomme',
'Parthiv Patel', 'Moeen Ali', 'Mandeep Singh', 'Pawan Negi',
'Tim Southee', 'Kulwant Khejroliya', 'Aniket Choudhary',
'Manish Pandey', 'Rashid Khan Arman', 'Shikhar Dhawan',
'Siddarth Kaul', 'Syed Khaleel Ahmed', 'Sandeep Sharma',
'Kane Williamson', 'Shakib Al Hasan', 'Yusuf Pathan',
'Shreevats Goswami', 'Mohammad Nabi', 'Basil Thampi',
'Billy Stanlake', 'T Natarajan', 'Sachin Baby', 'Bipul Sharma',
'Syed Mehdi Hasan', 'Ricky Bhui', 'Tanmay Agarwal',
'Manpreet Gony', 'Munaf Patel', 'Shubam Agrawal',
'Tejas Singh Baroka', 'Chirag Suri', 'Pratham Singh',
'Shelley Shaurya', 'Matt Henry', 'Darren Sammy', 'Rishi Dhawan',
'Darren Bravo', 'Rovman Powell', 'R. Sanjay Yadav', 'Karn Sharma',
'Asela Gunarathna', 'Saurabh Kumar', 'Milind Tandon',
'Rahul Ajay Tripathi', 'Tymal Mills', 'Praveen Dubey',
'Eklavya Dwivedi', 'Praveen Kumar', 'Dwayne Smith', 'Jaydev Shah',
'Shadab Jakati', 'Shivil Kaushik', 'Sarabjit Ladda',
'Umang Sharma', 'Paras Dogra', 'Kyle Abbott', 'K.C. Cariappa',
'Farhaan Behardien', 'Armaan Jaffer', 'Swapnil Singh',
'John Hastings', 'Jason Holder', 'Rajagopal Sathish',
'Manan Ajay Sharma', 'Kishore Pramod Kamath', 'Deepak Punia',
'Jitesh Sharma', 'Kevin Pietersen', 'Irfan Pathan',
'Thisara Perera', 'Rajat Bhatia', 'Ashok Dinda', 'Scott Boland',
'Peter Handscomb', 'Rudra Pratap Singh', 'Adam Zampa',
'Ishwar Chandra Pandey', 'Deepak Chahar', 'Jaskaran Singh',
'Baba Aparajith', 'Shane Watson', 'Samuel Badree', 'Travis Head',
'Vikramjeet Malik', 'Akshay Karnewar', 'Iqbal Abdullah',
'Vikas Tokas', 'Ashish Nehra', 'Abhimanyu Mithun',
'Tirumalasetti Suman', 'Angelo Mathews', 'Zaheer Khan',
'Shreyas Iyer', 'Gurinder Sandhu', 'Domnic Joseph Muthuswamy',
'Albie Morkel', 'C.M. Gautam', 'Kona Srikar Bharat', 'K.K. Jiyaz',
'Murali Vijay', 'Yogesh Gowalkar', 'Brad Hogg', 'Aditya Garhwal',
'Sheldon Jackson', 'Sumit Narwal', 'Vaibhav Rawal', 'Pragyan Ojha',
'Mitchell McClenaghan', 'Aiden Blizzard', 'Hardik Pandya',
'Akshay Wakhare', 'J. Suchitch', 'Juan Theron',
'Barinder Singh Saran', 'Dinesh Salunkhe', 'Sagar Trivedi',
'David Wiese', 'Sean Abbott', 'Adam Milne',
'Subramaniam Badrinath', 'Shishir Bhavane', 'Ravi Bopara',
'Laxmi Ratan Shukla', 'Prasanth Padmanabhan', 'Ross Taylor',
'Kedar Jadhav', 'Rahul Sharma', 'Wayne Parnell', 'Rahul Shukla',
'HS Sharath', 'George Bailey', 'Virender Sehwag', 'Shaun Marsh',
'Cheteshwar Pujara', 'Beuran Hendricks', 'Lakshmipathy Balaji',
'Gurkirat Singh Mann', 'Murali Kartik', 'Mandeep Hardev Singh',
'Akshar Rajesh Patel', 'Parvinder Awana',
'Shardul Narendra Thakur', 'Shivam Sharma', 'Karanveer Singh',
'Jacques Kallis', 'Morne Morkel', 'Patrick Cummins',
'Ryan Ten Doeschate', 'Andre Russell', 'Manvinder Bisla',
'Veer Pratap Singh', 'Debabrata Das', 'Sayan Sekhar Mandal',
'Michael Hussey', 'Corey Anderson', 'Jasprit Bumrah',
'Josh Hazlewood', 'Marchant De Lange', 'Krismar Santokie',
'Ben Dunk', 'Pawan Suyal', 'Sushant Marathe', 'Steven Smith',
'Brad Hodge', 'Abhishek Nayar', 'Unmukt Chand', 'Dishant Yagnik',
'Kevon Cooper', 'Ankit Nagendra Sharma', 'Muttiah Muralitharan',
'Ravi Rampaul', 'Nic Maddinson', 'Vijay Zol', 'Abu Nechim Ahmed',
'Sachin Rana', 'Sandeep Warrier', 'Tanmay Mishra',
'Yogesh Takawale', 'David Warner', 'Bhuvneshwar Kumar',
'Parveez Rasool', 'Venugopal Rao', 'Brendan Taylor',
'Prasanth Parameswaran', 'Amit Paunikar', 'Ashish Reddy',
'Srikkanth Anirudha', 'Chama Milind', 'Manprit Juneja',
'Johan Botha', 'Jesse Ryder', 'Jeevan Mendis', 'Luke Pomersbach',
'Sachithra Senanayaka', 'Ryan McLaren', 'Ricky Ponting',
'Philip Hughes', 'Jacob Oram', 'Ajantha Mendis', 'Michael Clarke',
'James Faulkner', 'Fidel Edwards', 'Kusal Janith Perera',
'Pankaj Singh', 'Christopher Barnwell', 'Sudeep Tyagi',
'Clinton McKay', 'Nathan McCullum'], dtype=object)
In [88]:
### bidding prices in ipl auctions from 2013 to 2024 are described
dpm['Price'].unique()
Out[88]:
array([2.000e+06, 2.000e+07, 1.400e+08, 8.400e+07, 1.800e+07, 4.000e+07,
1.000e+07, 5.000e+07, 7.500e+06, 7.200e+07, 5.000e+06, 6.000e+06,
1.000e+08, 3.600e+07, 2.200e+07, 7.400e+07, 5.800e+07, 2.475e+08,
1.500e+07, 2.400e+07, 6.400e+07, 4.600e+07, 4.800e+07, 4.200e+07,
8.000e+07, 1.175e+08, 4.000e+06, 1.150e+08, 1.600e+07, 2.050e+08,
6.800e+07, 1.625e+08, 5.500e+07, 6.000e+07, 1.200e+07, 4.400e+07,
9.000e+06, 1.600e+08, 4.500e+06, 1.750e+08, 1.850e+08, 5.750e+07,
3.000e+06, 3.200e+07, 1.900e+07, 7.000e+06, 1.325e+08, 5.250e+07,
2.600e+07, 2.500e+06, 8.250e+07, 6.750e+07, 6.250e+07, 6.500e+07,
1.075e+08, 1.100e+07, 6.500e+06, 2.800e+07, 3.000e+07, 9.000e+07,
1.400e+07, 1.700e+07, 7.250e+07, 1.225e+08, 5.500e+06, 7.500e+07,
8.750e+07, 1.525e+08, 1.300e+07, 9.250e+07, 3.800e+07, 8.500e+07,
7.750e+07, 7.000e+07, 3.400e+07, 9.500e+06, 8.000e+06, 1.500e+08,
1.425e+08, 1.550e+08, 1.100e+08, 7.600e+07, 6.200e+07, 5.600e+07,
9.600e+07, 9.400e+07, 8.800e+07, 5.400e+07, 1.250e+08, 8.500e+06,
5.200e+07, 1.000e+06, 3.500e+07, 1.450e+08, 1.200e+08, 2.300e+07,
3.500e+06, 2.100e+07, 2.500e+07, 4.500e+07, 9.500e+07, 1.500e+06,
1.050e+08, 4.250e+07, 3.250e+07, 4.750e+07, 3.750e+07, 4.500e+05,
2.600e+05, 5.000e+04, 5.000e+05, 3.000e+05, 6.250e+05, 4.000e+05,
1.000e+05, 7.250e+05, 7.000e+05, 6.750e+05, 2.100e+05, 2.000e+04,
5.250e+05, 2.900e+05, 1.500e+05, 4.250e+05])
In [89]:
df1.columns
Out[89]:
Index(['SerialNo', 'Season', 'Name', 'Role', 'Price', 'Team'], dtype='object')
In [90]:
df1
Out[90]:
| SerialNo | Season | Name | Role | Price | Team | |
|---|---|---|---|---|---|---|
| 0 | 1 | 2024 | Avanish Rao Aravelly | Wicket-Keeper | 2000000.0 | Chennai Super Kings |
| 1 | 2 | 2024 | Mustafizur Rahman | Bowler | 20000000.0 | Chennai Super Kings |
| 2 | 3 | 2024 | Daryl Mitchell | All-Rounder | 140000000.0 | Chennai Super Kings |
| 3 | 4 | 2024 | Sameer Rizvi | Batter | 84000000.0 | Chennai Super Kings |
| 4 | 5 | 2024 | Rachin Ravindra | All-Rounder | 18000000.0 | Chennai Super Kings |
| ... | ... | ... | ... | ... | ... | ... |
| 1031 | 1033 | 2013 | Darren Sammy | All-Rounder | 425000.0 | Sunrisers Hyderabad |
| 1032 | 1034 | 2013 | Sudeep Tyagi | Bowler | 100000.0 | Sunrisers Hyderabad |
| 1033 | 1035 | 2013 | Clinton McKay | Bowler | 100000.0 | Sunrisers Hyderabad |
| 1034 | 1036 | 2013 | Nathan McCullum | Bowler | 100000.0 | Sunrisers Hyderabad |
| 1035 | 1037 | 2013 | Quinton De Kock | Wicket Keeper | 20000.0 | Sunrisers Hyderabad |
1036 rows × 6 columns
In [91]:
df1[dpm['Role']=='Bowler']
Out[91]:
| SerialNo | Season | Name | Role | Price | Team | |
|---|---|---|---|---|---|---|
| 393 | 395 | 2021 | Akash Singh | Bowler | 2000000.0 | Rajasthan Royals |
| 411 | 413 | 2020 | Mohit Sharma | Bowler | 5000000.0 | Delhi Capitals |
| 412 | 414 | 2020 | Tushar Deshpande | Bowler | 2000000.0 | Delhi Capitals |
| 415 | 417 | 2020 | Sheldon Cottrell | Bowler | 85000000.0 | Kings XI Punjab |
| 417 | 419 | 2020 | Ravi Bishnoi | Bowler | 20000000.0 | Kings XI Punjab |
| ... | ... | ... | ... | ... | ... | ... |
| 1026 | 1028 | 2013 | Ravi Rampaul | Bowler | 290000.0 | Royal Challengers Bangalore |
| 1027 | 1029 | 2013 | Pankaj Singh | Bowler | 150000.0 | Royal Challengers Bangalore |
| 1032 | 1034 | 2013 | Sudeep Tyagi | Bowler | 100000.0 | Sunrisers Hyderabad |
| 1033 | 1035 | 2013 | Clinton McKay | Bowler | 100000.0 | Sunrisers Hyderabad |
| 1034 | 1036 | 2013 | Nathan McCullum | Bowler | 100000.0 | Sunrisers Hyderabad |
233 rows × 6 columns
In [92]:
### count of no of bowlers in the history
df1[dpm['Role']=='Bowler'].count()
Out[92]:
SerialNo 233 Season 233 Name 233 Role 233 Price 233 Team 233 dtype: int64
In [93]:
#### count of no of all rounders
df1[dpm['Role']=='All-Rounder'].value_counts()
Out[93]:
SerialNo Season Name Role Price Team
409 2020 Marcus Stoinis All-Rounder 48000000.0 Delhi Capitals 1
800 2016 Deepak Hooda All-Rounder 42000000.0 Sunrisers Hyderabad 1
774 2016 Thisara Perera All-Rounder 10000000.0 Rising Pune Supergiant 1
775 2016 Rajat Bhatia All-Rounder 6000000.0 Rising Pune Supergiant 1
782 2016 Deepak Chahar All-Rounder 1000000.0 Rising Pune Supergiant 1
..
608 2018 Jofra Archer All-Rounder 72000000.0 Rajasthan Royals 1
612 2018 Darcy Short All-Rounder 40000000.0 Rajasthan Royals 1
617 2018 Stuart Binny All-Rounder 5000000.0 Rajasthan Royals 1
620 2018 Aryaman Vikram Birla All-Rounder 3000000.0 Rajasthan Royals 1
1033 2013 Darren Sammy All-Rounder 425000.0 Sunrisers Hyderabad 1
Length: 219, dtype: int64
In [94]:
#### count of no of batsmen
df1[dpm['Role']=='Batsman'].value_counts()
Out[94]:
SerialNo Season Name Role Price Team
408 2020 Shimron Hetmyer Batsman 77500000.0 Delhi Capitals 1
879 2014 Mayank Agarwal Batsman 16000000.0 Delhi Daredevils 1
876 2014 Ross Taylor Batsman 20000000.0 Delhi Daredevils 1
875 2014 Jean-Paul Duminy Batsman 22000000.0 Delhi Daredevils 1
873 2014 Manoj Tiwary Batsman 28000000.0 Delhi Daredevils 1
..
582 2018 Ishank Jaggi Batsman 2000000.0 Kolkata Knight Riders 1
581 2018 Apoorv Vijay Wankhade Batsman 2000000.0 Kolkata Knight Riders 1
578 2018 Rinku Singh Batsman 8000000.0 Kolkata Knight Riders 1
576 2018 Shubman Gill Batsman 18000000.0 Kolkata Knight Riders 1
1021 2013 Michael Clarke Batsman 400000.0 Pune Warriors India 1
Length: 122, dtype: int64
In [95]:
dpm[dpm['Role']=='Wicket Keeper'].value_counts()
Out[95]:
SerialNo Season Name Role Price Team 410 2020 Alex Carey Wicket Keeper 24000000.0 Delhi Capitals 1 736 2016 Ishan Kishan Wicket Keeper 3500000.0 Gujarat Lions 1 768 2016 Jitesh Sharma Wicket Keeper 1000000.0 Mumbai Indians 1 778 2016 Peter Handscomb Wicket Keeper 3000000.0 Rising Pune Supergiant 1 785 2016 Ankush Bains Wicket Keeper 1000000.0 Rising Pune Supergiant 1 802 2016 Aditya Tare Wicket Keeper 12000000.0 Sunrisers Hyderabad 1 819 2015 C.M. Gautam Wicket Keeper 2000000.0 Delhi Daredevils 1 820 2015 Kona Srikar Bharat Wicket Keeper 1000000.0 Delhi Daredevils 1 823 2015 Nikhil Shankar Naik Wicket Keeper 3000000.0 Kings XI Punjab 1 848 2015 Dinesh Karthik Wicket Keeper 105000000.0 Royal Challengers Bangalore 1 867 2014 Dinesh Karthik Wicket Keeper 125000000.0 Delhi Daredevils 1 872 2014 Quinton De Kock Wicket Keeper 35000000.0 Delhi Daredevils 1 895 2014 Wriddhiman Saha Wicket Keeper 22000000.0 Kings XI Punjab 1 925 2014 Manvinder Bisla Wicket Keeper 6000000.0 Kolkata Knight Riders 1 928 2014 Debabrata Das Wicket Keeper 2000000.0 Kolkata Knight Riders 1 934 2014 Aditya Tare Wicket Keeper 16000000.0 Mumbai Indians 1 940 2014 Ben Dunk Wicket Keeper 2000000.0 Mumbai Indians 1 941 2014 C.M. Gautam Wicket Keeper 2000000.0 Mumbai Indians 1 944 2014 Sushant Marathe Wicket Keeper 1000000.0 Mumbai Indians 1 958 2014 Dishant Yagnik Wicket Keeper 3000000.0 Rajasthan Royals 1 963 2014 Ankush Bains Wicket Keeper 1000000.0 Rajasthan Royals 1 971 2014 Parthiv Patel Wicket Keeper 14000000.0 Royal Challengers Bangalore 1 982 2014 Yogesh Takawale Wicket Keeper 1000000.0 Royal Challengers Bangalore 1 997 2014 Naman Ojha Wicket Keeper 5000000.0 Sunrisers Hyderabad 1 998 2014 Brendan Taylor Wicket Keeper 3000000.0 Sunrisers Hyderabad 1 1000 2014 Amit Paunikar Wicket Keeper 2000000.0 Sunrisers Hyderabad 1 1024 2013 Kusal Janith Perera Wicket Keeper 20000.0 Rajasthan Royals 1 762 2016 Jos Buttler Wicket Keeper 38000000.0 Mumbai Indians 1 734 2016 Eklavya Dwivedi Wicket Keeper 10000000.0 Gujarat Lions 1 420 2020 Prabhsimran Singh Wicket Keeper 5500000.0 Kings XI Punjab 1 730 2016 Dinesh Karthik Wicket Keeper 23000000.0 Gujarat Lions 1 431 2020 Nikhil Shankar Naik Wicket Keeper 2000000.0 Kolkata Knight Riders 1 446 2020 Anuj Rawat Wicket Keeper 8000000.0 Rajasthan Royals 1 456 2020 Shahbaz Ahamad Wicket Keeper 2000000.0 Royal Challengers Bangalore 1 457 2020 Joshua Philippe Wicket Keeper 2000000.0 Royal Challengers Bangalore 1 473 2019 Ankush Bains Wicket Keeper 2000000.0 Delhi Capitals 1 479 2019 Prabhsimran Singh Wicket Keeper 48000000.0 Kings XI Punjab 1 480 2019 Nicolas Pooran Wicket Keeper 42000000.0 Kings XI Punjab 1 493 2019 Nikhil Shankar Naik Wicket Keeper 2000000.0 Kolkata Knight Riders 1 518 2019 Heinrich Klaasen Wicket Keeper 5000000.0 Royal Challengers Bangalore 1 521 2019 Jonny Bairstow Wicket Keeper 22000000.0 Sunrisers Hyderabad 1 522 2019 Wriddhiman Saha Wicket Keeper 12000000.0 Sunrisers Hyderabad 1 536 2018 Naman Ojha Wicket Keeper 14000000.0 Delhi Daredevils 1 568 2018 Dinesh Karthik Wicket Keeper 74000000.0 Kolkata Knight Riders 1 569 2018 Robin Uthappa Wicket Keeper 64000000.0 Kolkata Knight Riders 1 584 2018 Ishan Kishan Wicket Keeper 62000000.0 Mumbai Indians 1 599 2018 Aditya Tare Wicket Keeper 2000000.0 Mumbai Indians 1 607 2018 Sanju Samson Wicket Keeper 80000000.0 Rajasthan Royals 1 610 2018 Jos Buttler Wicket Keeper 44000000.0 Rajasthan Royals 1 623 2018 Prashant Chopra Wicket Keeper 2000000.0 Rajasthan Royals 1 633 2018 Quinton De Kock Wicket Keeper 28000000.0 Royal Challengers Bangalore 1 638 2018 Parthiv Patel Wicket Keeper 17000000.0 Royal Challengers Bangalore 1 651 2018 Wriddhiman Saha Wicket Keeper 50000000.0 Sunrisers Hyderabad 1 660 2018 Shreevats Goswami Wicket Keeper 10000000.0 Sunrisers Hyderabad 1 704 2017 Nicolas Pooran Wicket Keeper 3000000.0 Mumbai Indians 1 722 2017 Eklavya Dwivedi Wicket Keeper 7500000.0 Sunrisers Hyderabad 1 1037 2013 Quinton De Kock Wicket Keeper 20000.0 Sunrisers Hyderabad 1 dtype: int64
In [96]:
dpm[dpm['Role']=='Wicket Keeper'].count()
Out[96]:
SerialNo 57 Season 57 Name 57 Role 57 Price 57 Team 57 dtype: int64
In [97]:
dpm['Team'].unique()
Out[97]:
array([' Chennai Super Kings', ' Delhi Capitals', ' Gujarat Titans',
' Kolkata Knight Riders', ' Lucknow Super Giants',
' Mumbai Indians', ' Punjab Kings', ' Rajasthan Royals',
' Royal Challengers Bengaluru', ' Sunrisers Hyderabad',
' Royal Challengers Bangalore', ' Kings XI Punjab',
'Kings XI Punjab', 'Delhi Daredevils', 'Gujarat Lions',
'Kolkata Knight Riders', 'Mumbai Indians',
'Rising Pune Supergiant', 'Rajasthan Royals',
'Pune Warriors India'], dtype=object)
In [98]:
dpm[['Team','Role']]
Out[98]:
| Team | Role | |
|---|---|---|
| 0 | Chennai Super Kings | Wicket-Keeper |
| 1 | Chennai Super Kings | Bowler |
| 2 | Chennai Super Kings | All-Rounder |
| 3 | Chennai Super Kings | Batter |
| 4 | Chennai Super Kings | All-Rounder |
| ... | ... | ... |
| 1031 | Sunrisers Hyderabad | All-Rounder |
| 1032 | Sunrisers Hyderabad | Bowler |
| 1033 | Sunrisers Hyderabad | Bowler |
| 1034 | Sunrisers Hyderabad | Bowler |
| 1035 | Sunrisers Hyderabad | Wicket Keeper |
1036 rows × 2 columns
In [99]:
### displays the details of the subset of ipl auction in season 2020
dpm[dpm['Season']==2020]
Out[99]:
| SerialNo | Season | Name | Role | Price | Team | |
|---|---|---|---|---|---|---|
| 406 | 408 | 2020 | Shimron Hetmyer | Batsman | 77500000.0 | Delhi Capitals |
| 407 | 409 | 2020 | Marcus Stoinis | All-Rounder | 48000000.0 | Delhi Capitals |
| 408 | 410 | 2020 | Alex Carey | Wicket Keeper | 24000000.0 | Delhi Capitals |
| 409 | 411 | 2020 | Jason Roy | Batsman | 15000000.0 | Delhi Capitals |
| 410 | 412 | 2020 | Chris Woakes | All-Rounder | 15000000.0 | Delhi Capitals |
| 411 | 413 | 2020 | Mohit Sharma | Bowler | 5000000.0 | Delhi Capitals |
| 412 | 414 | 2020 | Tushar Deshpande | Bowler | 2000000.0 | Delhi Capitals |
| 413 | 415 | 2020 | Lalit Yadav | All-Rounder | 2000000.0 | Delhi Capitals |
| 414 | 416 | 2020 | Glenn Maxwell | All-Rounder | 107500000.0 | Kings XI Punjab |
| 415 | 417 | 2020 | Sheldon Cottrell | Bowler | 85000000.0 | Kings XI Punjab |
| 416 | 418 | 2020 | Chris Jordan | All-Rounder | 30000000.0 | Kings XI Punjab |
| 417 | 419 | 2020 | Ravi Bishnoi | Bowler | 20000000.0 | Kings XI Punjab |
| 418 | 420 | 2020 | Prabhsimran Singh | Wicket Keeper | 5500000.0 | Kings XI Punjab |
| 419 | 421 | 2020 | Deepak Hooda | All-Rounder | 5000000.0 | Kings XI Punjab |
| 420 | 422 | 2020 | James Neesham | All-Rounder | 5000000.0 | Kings XI Punjab |
| 421 | 423 | 2020 | Tajinder Dhillon | All-Rounder | 2000000.0 | Kings XI Punjab |
| 422 | 424 | 2020 | Ishan Porel | Bowler | 2000000.0 | Kings XI Punjab |
| 423 | 425 | 2020 | Pat Cummins | All-Rounder | 155000000.0 | Kolkata Knight Riders |
| 424 | 426 | 2020 | Eoin Morgan | Batsman | 52500000.0 | Kolkata Knight Riders |
| 425 | 427 | 2020 | Varun Chakaravarthy | All-Rounder | 40000000.0 | Kolkata Knight Riders |
| 426 | 428 | 2020 | Tom Banton | Batsman | 10000000.0 | Kolkata Knight Riders |
| 427 | 429 | 2020 | Rahul Tripathi | Batsman | 6000000.0 | Kolkata Knight Riders |
| 428 | 430 | 2020 | Chris Green | All-Rounder | 2000000.0 | Kolkata Knight Riders |
| 429 | 431 | 2020 | Nikhil Shankar Naik | Wicket Keeper | 2000000.0 | Kolkata Knight Riders |
| 430 | 432 | 2020 | Pravin Tambe | Bowler | 2000000.0 | Kolkata Knight Riders |
| 431 | 433 | 2020 | M Siddharth | Bowler | 2000000.0 | Kolkata Knight Riders |
| 432 | 434 | 2020 | Nathan Coulter-Nile | Bowler | 80000000.0 | Mumbai Indians |
| 433 | 435 | 2020 | Chris Lynn | Batsman | 20000000.0 | Mumbai Indians |
| 434 | 436 | 2020 | Saurabh Tiwary | Batsman | 5000000.0 | Mumbai Indians |
| 435 | 437 | 2020 | Digvijay Deshmukh | All-Rounder | 2000000.0 | Mumbai Indians |
| 436 | 438 | 2020 | Prince Balwant Rai Singh | All-Rounder | 2000000.0 | Mumbai Indians |
| 437 | 439 | 2020 | Mohsin Khan | Bowler | 2000000.0 | Mumbai Indians |
| 438 | 440 | 2020 | Robin Uthappa | Batsman | 30000000.0 | Rajasthan Royals |
| 439 | 441 | 2020 | Jaydev Unadkat | Bowler | 30000000.0 | Rajasthan Royals |
| 440 | 442 | 2020 | Yashasvi Jaiswal | All-Rounder | 24000000.0 | Rajasthan Royals |
| 441 | 443 | 2020 | Kartik Tyagi | Bowler | 13000000.0 | Rajasthan Royals |
| 442 | 444 | 2020 | Tom Curran | All-Rounder | 10000000.0 | Rajasthan Royals |
| 443 | 445 | 2020 | Andrew Tye | Bowler | 10000000.0 | Rajasthan Royals |
| 444 | 446 | 2020 | Anuj Rawat | Wicket Keeper | 8000000.0 | Rajasthan Royals |
| 445 | 447 | 2020 | David Miller | Batsman | 7500000.0 | Rajasthan Royals |
| 446 | 448 | 2020 | Oshane Thomas | Bowler | 5000000.0 | Rajasthan Royals |
| 447 | 449 | 2020 | Anirudha Ashok Joshi | All-Rounder | 2000000.0 | Rajasthan Royals |
| 448 | 450 | 2020 | Akash Singh | Bowler | 2000000.0 | Rajasthan Royals |
| 449 | 451 | 2020 | Christopher Morris | All-Rounder | 100000000.0 | Royal Challengers Bangalore |
| 450 | 452 | 2020 | Aaron Finch | Batsman | 44000000.0 | Royal Challengers Bangalore |
| 451 | 453 | 2020 | Kane Richardson | Bowler | 40000000.0 | Royal Challengers Bangalore |
| 452 | 454 | 2020 | Dale Steyn | Bowler | 20000000.0 | Royal Challengers Bangalore |
| 453 | 455 | 2020 | Isuru Udana | All-Rounder | 5000000.0 | Royal Challengers Bangalore |
| 454 | 456 | 2020 | Shahbaz Ahamad | Wicket Keeper | 2000000.0 | Royal Challengers Bangalore |
| 455 | 457 | 2020 | Joshua Philippe | Wicket Keeper | 2000000.0 | Royal Challengers Bangalore |
| 456 | 458 | 2020 | Pavan Deshpande | All-Rounder | 2000000.0 | Royal Challengers Bangalore |
| 457 | 459 | 2020 | Mitchell Marsh | All-Rounder | 20000000.0 | Sunrisers Hyderabad |
| 458 | 460 | 2020 | Priyam Garg | Batsman | 19000000.0 | Sunrisers Hyderabad |
| 459 | 461 | 2020 | Virat Singh | Batsman | 19000000.0 | Sunrisers Hyderabad |
| 460 | 462 | 2020 | Fabian Allen | All-Rounder | 5000000.0 | Sunrisers Hyderabad |
| 461 | 463 | 2020 | Sandeep Bavanaka | All-Rounder | 2000000.0 | Sunrisers Hyderabad |
| 462 | 464 | 2020 | Sanjay Yadav | All-Rounder | 2000000.0 | Sunrisers Hyderabad |
| 463 | 465 | 2020 | Abdul Samad | All-Rounder | 2000000.0 | Sunrisers Hyderabad |
In [100]:
####details of the batsmen played in season 2020
dpm[(dpm['Season']==2020)&(dpm['Role']=='Batsman')].value_counts()
Out[100]:
SerialNo Season Name Role Price Team 408 2020 Shimron Hetmyer Batsman 77500000.0 Delhi Capitals 1 411 2020 Jason Roy Batsman 15000000.0 Delhi Capitals 1 426 2020 Eoin Morgan Batsman 52500000.0 Kolkata Knight Riders 1 428 2020 Tom Banton Batsman 10000000.0 Kolkata Knight Riders 1 429 2020 Rahul Tripathi Batsman 6000000.0 Kolkata Knight Riders 1 435 2020 Chris Lynn Batsman 20000000.0 Mumbai Indians 1 436 2020 Saurabh Tiwary Batsman 5000000.0 Mumbai Indians 1 440 2020 Robin Uthappa Batsman 30000000.0 Rajasthan Royals 1 447 2020 David Miller Batsman 7500000.0 Rajasthan Royals 1 452 2020 Aaron Finch Batsman 44000000.0 Royal Challengers Bangalore 1 460 2020 Priyam Garg Batsman 19000000.0 Sunrisers Hyderabad 1 461 2020 Virat Singh Batsman 19000000.0 Sunrisers Hyderabad 1 dtype: int64
In [101]:
dpm['Price'].min()
Out[101]:
20000.0
In [102]:
#### details of auction of Dinesh Karthik in the history of ipl auction
dpm[dpm['Name']=='Dinesh Karthik'].value_counts()
Out[102]:
SerialNo Season Name Role Price Team 568 2018 Dinesh Karthik Wicket Keeper 74000000.0 Kolkata Knight Riders 1 730 2016 Dinesh Karthik Wicket Keeper 23000000.0 Gujarat Lions 1 848 2015 Dinesh Karthik Wicket Keeper 105000000.0 Royal Challengers Bangalore 1 867 2014 Dinesh Karthik Wicket Keeper 125000000.0 Delhi Daredevils 1 dtype: int64
In [103]:
### seperate dataframe is created from the subset of dpm dataframe having details of season 2020 ipl auction
df3=dpm[dpm['Season']==2020]
In [104]:
df3
Out[104]:
| SerialNo | Season | Name | Role | Price | Team | |
|---|---|---|---|---|---|---|
| 406 | 408 | 2020 | Shimron Hetmyer | Batsman | 77500000.0 | Delhi Capitals |
| 407 | 409 | 2020 | Marcus Stoinis | All-Rounder | 48000000.0 | Delhi Capitals |
| 408 | 410 | 2020 | Alex Carey | Wicket Keeper | 24000000.0 | Delhi Capitals |
| 409 | 411 | 2020 | Jason Roy | Batsman | 15000000.0 | Delhi Capitals |
| 410 | 412 | 2020 | Chris Woakes | All-Rounder | 15000000.0 | Delhi Capitals |
| 411 | 413 | 2020 | Mohit Sharma | Bowler | 5000000.0 | Delhi Capitals |
| 412 | 414 | 2020 | Tushar Deshpande | Bowler | 2000000.0 | Delhi Capitals |
| 413 | 415 | 2020 | Lalit Yadav | All-Rounder | 2000000.0 | Delhi Capitals |
| 414 | 416 | 2020 | Glenn Maxwell | All-Rounder | 107500000.0 | Kings XI Punjab |
| 415 | 417 | 2020 | Sheldon Cottrell | Bowler | 85000000.0 | Kings XI Punjab |
| 416 | 418 | 2020 | Chris Jordan | All-Rounder | 30000000.0 | Kings XI Punjab |
| 417 | 419 | 2020 | Ravi Bishnoi | Bowler | 20000000.0 | Kings XI Punjab |
| 418 | 420 | 2020 | Prabhsimran Singh | Wicket Keeper | 5500000.0 | Kings XI Punjab |
| 419 | 421 | 2020 | Deepak Hooda | All-Rounder | 5000000.0 | Kings XI Punjab |
| 420 | 422 | 2020 | James Neesham | All-Rounder | 5000000.0 | Kings XI Punjab |
| 421 | 423 | 2020 | Tajinder Dhillon | All-Rounder | 2000000.0 | Kings XI Punjab |
| 422 | 424 | 2020 | Ishan Porel | Bowler | 2000000.0 | Kings XI Punjab |
| 423 | 425 | 2020 | Pat Cummins | All-Rounder | 155000000.0 | Kolkata Knight Riders |
| 424 | 426 | 2020 | Eoin Morgan | Batsman | 52500000.0 | Kolkata Knight Riders |
| 425 | 427 | 2020 | Varun Chakaravarthy | All-Rounder | 40000000.0 | Kolkata Knight Riders |
| 426 | 428 | 2020 | Tom Banton | Batsman | 10000000.0 | Kolkata Knight Riders |
| 427 | 429 | 2020 | Rahul Tripathi | Batsman | 6000000.0 | Kolkata Knight Riders |
| 428 | 430 | 2020 | Chris Green | All-Rounder | 2000000.0 | Kolkata Knight Riders |
| 429 | 431 | 2020 | Nikhil Shankar Naik | Wicket Keeper | 2000000.0 | Kolkata Knight Riders |
| 430 | 432 | 2020 | Pravin Tambe | Bowler | 2000000.0 | Kolkata Knight Riders |
| 431 | 433 | 2020 | M Siddharth | Bowler | 2000000.0 | Kolkata Knight Riders |
| 432 | 434 | 2020 | Nathan Coulter-Nile | Bowler | 80000000.0 | Mumbai Indians |
| 433 | 435 | 2020 | Chris Lynn | Batsman | 20000000.0 | Mumbai Indians |
| 434 | 436 | 2020 | Saurabh Tiwary | Batsman | 5000000.0 | Mumbai Indians |
| 435 | 437 | 2020 | Digvijay Deshmukh | All-Rounder | 2000000.0 | Mumbai Indians |
| 436 | 438 | 2020 | Prince Balwant Rai Singh | All-Rounder | 2000000.0 | Mumbai Indians |
| 437 | 439 | 2020 | Mohsin Khan | Bowler | 2000000.0 | Mumbai Indians |
| 438 | 440 | 2020 | Robin Uthappa | Batsman | 30000000.0 | Rajasthan Royals |
| 439 | 441 | 2020 | Jaydev Unadkat | Bowler | 30000000.0 | Rajasthan Royals |
| 440 | 442 | 2020 | Yashasvi Jaiswal | All-Rounder | 24000000.0 | Rajasthan Royals |
| 441 | 443 | 2020 | Kartik Tyagi | Bowler | 13000000.0 | Rajasthan Royals |
| 442 | 444 | 2020 | Tom Curran | All-Rounder | 10000000.0 | Rajasthan Royals |
| 443 | 445 | 2020 | Andrew Tye | Bowler | 10000000.0 | Rajasthan Royals |
| 444 | 446 | 2020 | Anuj Rawat | Wicket Keeper | 8000000.0 | Rajasthan Royals |
| 445 | 447 | 2020 | David Miller | Batsman | 7500000.0 | Rajasthan Royals |
| 446 | 448 | 2020 | Oshane Thomas | Bowler | 5000000.0 | Rajasthan Royals |
| 447 | 449 | 2020 | Anirudha Ashok Joshi | All-Rounder | 2000000.0 | Rajasthan Royals |
| 448 | 450 | 2020 | Akash Singh | Bowler | 2000000.0 | Rajasthan Royals |
| 449 | 451 | 2020 | Christopher Morris | All-Rounder | 100000000.0 | Royal Challengers Bangalore |
| 450 | 452 | 2020 | Aaron Finch | Batsman | 44000000.0 | Royal Challengers Bangalore |
| 451 | 453 | 2020 | Kane Richardson | Bowler | 40000000.0 | Royal Challengers Bangalore |
| 452 | 454 | 2020 | Dale Steyn | Bowler | 20000000.0 | Royal Challengers Bangalore |
| 453 | 455 | 2020 | Isuru Udana | All-Rounder | 5000000.0 | Royal Challengers Bangalore |
| 454 | 456 | 2020 | Shahbaz Ahamad | Wicket Keeper | 2000000.0 | Royal Challengers Bangalore |
| 455 | 457 | 2020 | Joshua Philippe | Wicket Keeper | 2000000.0 | Royal Challengers Bangalore |
| 456 | 458 | 2020 | Pavan Deshpande | All-Rounder | 2000000.0 | Royal Challengers Bangalore |
| 457 | 459 | 2020 | Mitchell Marsh | All-Rounder | 20000000.0 | Sunrisers Hyderabad |
| 458 | 460 | 2020 | Priyam Garg | Batsman | 19000000.0 | Sunrisers Hyderabad |
| 459 | 461 | 2020 | Virat Singh | Batsman | 19000000.0 | Sunrisers Hyderabad |
| 460 | 462 | 2020 | Fabian Allen | All-Rounder | 5000000.0 | Sunrisers Hyderabad |
| 461 | 463 | 2020 | Sandeep Bavanaka | All-Rounder | 2000000.0 | Sunrisers Hyderabad |
| 462 | 464 | 2020 | Sanjay Yadav | All-Rounder | 2000000.0 | Sunrisers Hyderabad |
| 463 | 465 | 2020 | Abdul Samad | All-Rounder | 2000000.0 | Sunrisers Hyderabad |
In [ ]:
In [ ]:
In [105]:
################# DATA VISUALIZATION OF PREPROCESSED DATA #############
In [106]:
################# CODED BY GOURAB BANERJEE (PRN 24030242019) AND SHOUVIK KAPAT ( PRN 24030242064) ########
In [ ]:
In [107]:
###Matplotlib is essential for data visualization and provides a powerful and flexible tool for creating various types of plots and graphs
pip install matplotlib
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In [108]:
import pandas as pd
# reading the database
df1= pd.read_csv("C:/Users/goura/OneDrive/Desktop/Project_leadership/dpdm project/ipl/ipl_preprocessed.csv")
# printing the top 10 rows
display(df1.head(10))
| SerialNo | Season | Name | Role | Price | Team | |
|---|---|---|---|---|---|---|
| 0 | 1 | 2024 | Avanish Rao Aravelly | Wicket-Keeper | 2000000.0 | Chennai Super Kings |
| 1 | 2 | 2024 | Mustafizur Rahman | Bowler | 20000000.0 | Chennai Super Kings |
| 2 | 3 | 2024 | Daryl Mitchell | All-Rounder | 140000000.0 | Chennai Super Kings |
| 3 | 4 | 2024 | Sameer Rizvi | Batter | 84000000.0 | Chennai Super Kings |
| 4 | 5 | 2024 | Rachin Ravindra | All-Rounder | 18000000.0 | Chennai Super Kings |
| 5 | 6 | 2024 | Shardul Thakur | All-Rounder | 40000000.0 | Chennai Super Kings |
| 6 | 7 | 2024 | Ricky Bhui | Wicket-Keeper | 2000000.0 | Delhi Capitals |
| 7 | 8 | 2024 | Sumit Kumar | All-Rounder | 10000000.0 | Delhi Capitals |
| 8 | 9 | 2024 | Swastik Chhikara | Batter | 2000000.0 | Delhi Capitals |
| 9 | 10 | 2024 | Jhye Richardson | Bowler | 50000000.0 | Delhi Capitals |
In [109]:
###Seaborn is a Python library that simplifies the creation of statistical graphics.
##It's built on top of Matplotlib to produce aesthetic informative visualizations.
pip install seaborn
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In [110]:
# importing packages
import seaborn as sns
import matplotlib.pyplot as plt
import pandas as pd
# reading the database
df1 = pd.read_csv("C:/Users/goura/OneDrive/Desktop/Project_leadership/dpdm project/ipl/ipl_preprocessed.csv")
In [111]:
df1
Out[111]:
| SerialNo | Season | Name | Role | Price | Team | |
|---|---|---|---|---|---|---|
| 0 | 1 | 2024 | Avanish Rao Aravelly | Wicket-Keeper | 2000000.0 | Chennai Super Kings |
| 1 | 2 | 2024 | Mustafizur Rahman | Bowler | 20000000.0 | Chennai Super Kings |
| 2 | 3 | 2024 | Daryl Mitchell | All-Rounder | 140000000.0 | Chennai Super Kings |
| 3 | 4 | 2024 | Sameer Rizvi | Batter | 84000000.0 | Chennai Super Kings |
| 4 | 5 | 2024 | Rachin Ravindra | All-Rounder | 18000000.0 | Chennai Super Kings |
| ... | ... | ... | ... | ... | ... | ... |
| 1031 | 1033 | 2013 | Darren Sammy | All-Rounder | 425000.0 | Sunrisers Hyderabad |
| 1032 | 1034 | 2013 | Sudeep Tyagi | Bowler | 100000.0 | Sunrisers Hyderabad |
| 1033 | 1035 | 2013 | Clinton McKay | Bowler | 100000.0 | Sunrisers Hyderabad |
| 1034 | 1036 | 2013 | Nathan McCullum | Bowler | 100000.0 | Sunrisers Hyderabad |
| 1035 | 1037 | 2013 | Quinton De Kock | Wicket Keeper | 20000.0 | Sunrisers Hyderabad |
1036 rows × 6 columns
In [112]:
###This code imports libraries for creating interactive visualizations in Python, including Plotly Express (px) for simpler plots,
##Plotly Graph Objects (go) for more control, subplots, and other specialized charts. It also imports plotting functions and suppresses warnings.
import plotly.express as px
import plotly.graph_objects as go
from plotly.subplots import make_subplots
import plotly.figure_factory as ff
import plotly
from plotly.offline import plot, iplot
import warnings
warnings.filterwarnings('ignore')
In [113]:
###The code calculates seasonal expenses, plots them as a line chart (millions) and a bar chart (crores), with labels.
data = df1.groupby('Season')['Price'].sum()
fig = px.line(data, x = data.index, y = 'Price', title = "Overall Expense Each year", text=data.index)
fig.update_traces(textposition="top right")
fig.show()
#print(data.head())
#data['Amount'] = data['Amount'].div(10000000).round(0)
data = data.div(10000000)
fig = px.bar(data, x = data.index, y = 'Price', title = "Overall Expense Each year (in Crores)",
text= 'Price',color=data.index)
fig.show()
In [114]:
####The code creates a horizontal bar chart showing the top 100 auctions by price, colored by season, with price displayed as text on bars.
fig =px.bar(df1.head(100), y="Name", x="Price", color='Season',orientation='h',text='Price', height=600)
fig.update_layout(title_text = "Top-10 Auction Buys")
fig.show()
In [115]:
###The code calculates total spending per team/season in a DataFrame, then creates two visualizations: a bar chart showing total spend per team and
##a line chart showing season-wise spend per team.
data = pd.DataFrame(df1.groupby(['Team', 'Season'])['Price'].sum()).reset_index()
#data = data.sort_values(by='Amount', ascending=False)
#fig = px.line(data, x='Year', y='Amount', color='Team', symbol='Team')
data =data.sort_values(by='Price', ascending=False,
key=lambda x: data['Season'].groupby(x).transform('sum'))
#print(data.head())
fig = px.bar(data, x='Team', y='Price', color='Season')#, symbol='Team')
fig.update_layout(title_text = "Overall comparision of different team spends")
fig.show()
fig = px.line(data, x='Team', y='Price', color='Season', symbol='Team')
#fig = px.bar(data, x='Year', y='Amount', color='Team')#, symbol='Team')
fig.update_layout(title_text = "Overall comparision of different team spends")
fig.show()
In [116]:
###The code analyzes team spending across seasons, creates two visualizations: a bar chart and a line chart.
##It prioritizes teams with higher total spending and considers seasonal variations.
data = pd.DataFrame(df1.groupby(['Team', 'Season'])['Price'].sum()).reset_index()
#data = data.sort_values(by='Amount', ascending=False)
#fig = px.line(data, x='Year', y='Amount', color='Team', symbol='Team')
data =data.sort_values(by='Price', ascending=False,
key=lambda x: data['Season'].groupby(x).transform('sum'))
#print(data.head())
fig = px.bar(data, x='Team', y='Price', color='Season')#, symbol='Team')
fig.update_layout(title_text = "Overall comparision of different team spends")
fig.show()
fig = px.line(data, x='Team', y='Price', color='Season', symbol='Team')
#fig = px.bar(data, x='Year', y='Amount', color='Team')#, symbol='Team')
fig.update_layout(title_text = "Overall comparision of different team spends")
fig.show()
In [117]:
####The code creates two visualizations (bar and line charts) comparing total spending by 'Team' and 'Season' in a DataFrame.
##It then displays both charts.
data = pd.DataFrame(df1.groupby(['Team', 'Season'])['Price'].sum()).reset_index()
#fig = px.line(data, x='Year', y='Amount', color='Team', symbol='Team')
fig = px.bar(data, x='Season', y='Price', color='Team')#, symbol='Team')
fig.update_layout(title_text = "Overall comparision of different team spends")
fig.show()
fig = px.line(data, x='Season', y='Price', color='Team', symbol='Team')
#fig = px.bar(data, x='Year', y='Amount', color='Team')#, symbol='Team')
fig.update_layout(title_text = "Overall comparision of different team spends")
fig.show()
In [119]:
###The code creates a bar chart showing average "Price" for each "Team" grouped by "Role" in DataFrame df1, sorted by highest "Price" first.
import plotly.express as px
sort_vals = df1.sort_values(by='Price',ascending=False) #.head(50)
fig = px.bar(sort_vals, x="Team", y="Price",
color="Role", barmode = 'group')
fig.show()
In [120]:
###This code creates a grouped bar chart using Plotly Express. It displays teams' prices across different seasons, with bars grouped by season.
fig = px.bar(sort_vals, x="Team", y="Price",
color="Season", barmode = 'group')
fig.show()
In [121]:
###This code groups data by name of players, selects top 25 entries, and creates a grouped bar chart showing prices across seasons for those entries.
group_vals = sort_vals.groupby('Name').head(25)
#print(group_vals.head())
fig = px.bar(group_vals.head(25), x="Name", y="Price",
color="Season", barmode = 'group') #, Title = 'Top 25 Auction Amount Paid')
fig.show()
In [122]:
###This code creates three subplots using Seaborn: a boxplot, violinplot, and boxenplot, all showing price distribution by role from df1 dataset.
import seaborn as sns
fig, ax = plt.subplots(nrows=1, ncols=3,figsize=(15, 8))
sns.boxplot(x='Role', y='Price', data=df1, palette="muted", ax =ax[0])
sns.violinplot(x='Role', y='Price', data=df1, palette="muted", ax =ax[1])
sns.boxenplot(x='Role', y='Price', data=df1, palette="muted", ax =ax[2])
#ax.set_ylim([0, 0.4e8])
plt.show()
In [123]:
###This code creates three subplots using Seaborn by axis change: a boxplot, violinplot, and boxenplot, all showing price distribution by role
##from df1 dataset.
import seaborn as sns
fig, ax = plt.subplots(nrows=3, ncols=1,figsize=(15, 40))
sns.boxplot(y='Team', x='Price', data=df1, palette="muted", ax =ax[0])
sns.violinplot(y='Team', x='Price', data=df1, palette="muted", ax =ax[1])
sns.boxenplot(y='Team', x='Price', data=df1, palette="muted", ax =ax[2])
#ax.set_ylim([0, 0.4e8])
plt.show()
In [124]:
###This code creates a joint plot using Seaborn, showing the relationship between Team and Price in df1, with marginal distributions.
sns.jointplot(y='Team', x='Price', data=df1)
plt.show()
In [125]:
####This code creates a network graph using NetworkX, connecting Teams and Names from df1, then visualizes it with labels.
edges = list(zip(df1['Team'], df1['Name']))
import networkx as nx
G = nx.Graph()
G.add_edges_from(edges)
plt.figure(figsize=(80, 40))
nx.draw(G, with_labels=True)
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